diff --git a/EXTERNAL_MODEL_RESULTS.json b/EXTERNAL_MODEL_RESULTS.json
index 0c27b42a0cdb771f23bea13a2f73984805de4a95..43361987968acc458106d6e0c288c9b5eaef9df6 100644
--- a/EXTERNAL_MODEL_RESULTS.json
+++ b/EXTERNAL_MODEL_RESULTS.json
@@ -1,3841 +1,2329 @@
{
- "monot5-3b-msmarco-10k": {
+ "LaBSE-ru-turbo": {
"BitextMining": {
"f1": [
{
- "Model": "monot5-3b-msmarco-10k"
+ "Model": "LaBSE-ru-turbo",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.22
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "monot5-3b-msmarco-10k"
+ "Model": "LaBSE-ru-turbo",
+ "GeoreviewClassification (rus-Cyrl)": 46.04,
+ "HeadlineClassification (rus-Cyrl)": 69.98,
+ "InappropriatenessClassification (rus-Cyrl)": 61.39,
+ "KinopoiskClassification (rus-Cyrl)": 53.59,
+ "MassiveIntentClassification (rus-Cyrl)": 66.08,
+ "MassiveScenarioClassification (rus-Cyrl)": 71.13,
+ "RuReviewsClassification (rus-Cyrl)": 64.58,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.67,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.58
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "monot5-3b-msmarco-10k"
+ "Model": "LaBSE-ru-turbo",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 64.55,
+ "MLSUMClusteringP2P (rus-Cyrl)": 45.7,
+ "MLSUMClusteringS2S (rus-Cyrl)": 42.93,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.64,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "monot5-3b-msmarco-10k"
+ "Model": "LaBSE-ru-turbo",
+ "OpusparcusPC (rus-Cyrl)": 89.32,
+ "TERRa (rus-Cyrl)": 57.81
}
]
},
"Reranking": {
"map": [
{
- "Model": "monot5-3b-msmarco-10k"
+ "Model": "LaBSE-ru-turbo",
+ "RuBQReranking (rus-Cyrl)": 68.65
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "monot5-3b-msmarco-10k"
+ "Model": "LaBSE-ru-turbo",
+ "RiaNewsRetrieval (rus-Cyrl)": 69.36,
+ "RuBQRetrieval (rus-Cyrl)": 65.71
}
]
},
"STS": {
"spearman": [
{
- "Model": "monot5-3b-msmarco-10k"
+ "Model": "LaBSE-ru-turbo",
+ "RUParaPhraserSTS (rus-Cyrl)": 72.97,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 81.77,
+ "STS22 (rus-Cyrl)": 62.89,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "monot5-3b-msmarco-10k"
+ "Model": "LaBSE-ru-turbo"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "monot5-3b-msmarco-10k",
- "Core17InstructionRetrieval": 1.84,
- "News21InstructionRetrieval": 1.78,
- "Robust04InstructionRetrieval": 3.96
+ "Model": "LaBSE-ru-turbo"
}
]
}
},
- "LLM2Vec-Mistral-unsupervised": {
+ "all-mpnet-base-v2": {
"BitextMining": {
"f1": [
{
- "Model": "LLM2Vec-Mistral-unsupervised"
+ "Model": "all-mpnet-base-v2",
+ "BornholmBitextMining (dan-Latn)": 27.44,
+ "Tatoeba (pol-Latn_eng-Latn)": 4.09,
+ "Tatoeba (ita-Latn_eng-Latn)": 11.1,
+ "Tatoeba (cat-Latn_eng-Latn)": 9.44,
+ "Tatoeba (aze-Latn_eng-Latn)": 1.49,
+ "Tatoeba (eus-Latn_eng-Latn)": 3.94,
+ "Tatoeba (epo-Latn_eng-Latn)": 7.15,
+ "Tatoeba (lit-Latn_eng-Latn)": 1.02,
+ "Tatoeba (ast-Latn_eng-Latn)": 9.78,
+ "Tatoeba (bul-Cyrl_eng-Latn)": 0.35,
+ "Tatoeba (ceb-Latn_eng-Latn)": 4.41,
+ "Tatoeba (mkd-Cyrl_eng-Latn)": 0.0,
+ "Tatoeba (tzl-Latn_eng-Latn)": 3.55,
+ "Tatoeba (zsm-Latn_eng-Latn)": 4.75,
+ "Tatoeba (mhr-Cyrl_eng-Latn)": 0.17,
+ "Tatoeba (pam-Latn_eng-Latn)": 4.32,
+ "Tatoeba (amh-Ethi_eng-Latn)": 0.0,
+ "Tatoeba (slv-Latn_eng-Latn)": 3.73,
+ "Tatoeba (lvs-Latn_eng-Latn)": 2.98,
+ "Tatoeba (sqi-Latn_eng-Latn)": 3.45,
+ "Tatoeba (orv-Cyrl_eng-Latn)": 0.0,
+ "Tatoeba (vie-Latn_eng-Latn)": 4.96,
+ "Tatoeba (pes-Arab_eng-Latn)": 0.2,
+ "Tatoeba (por-Latn_eng-Latn)": 10.48,
+ "Tatoeba (dtp-Latn_eng-Latn)": 3.54,
+ "Tatoeba (yid-Hebr_eng-Latn)": 0.08,
+ "Tatoeba (isl-Latn_eng-Latn)": 3.86,
+ "Tatoeba (cha-Latn_eng-Latn)": 12.2,
+ "Tatoeba (ron-Latn_eng-Latn)": 7.34,
+ "Tatoeba (hye-Armn_eng-Latn)": 0.14,
+ "Tatoeba (mar-Deva_eng-Latn)": 0.11,
+ "Tatoeba (hin-Deva_eng-Latn)": 0.02,
+ "Tatoeba (kor-Hang_eng-Latn)": 0.32,
+ "Tatoeba (srp-Cyrl_eng-Latn)": 1.89,
+ "Tatoeba (csb-Latn_eng-Latn)": 4.19,
+ "Tatoeba (jpn-Jpan_eng-Latn)": 1.71,
+ "Tatoeba (ber-Tfng_eng-Latn)": 4.56,
+ "Tatoeba (wuu-Hans_eng-Latn)": 0.91,
+ "Tatoeba (jav-Latn_eng-Latn)": 3.17,
+ "Tatoeba (nob-Latn_eng-Latn)": 4.37,
+ "Tatoeba (bre-Latn_eng-Latn)": 3.65,
+ "Tatoeba (kzj-Latn_eng-Latn)": 3.62,
+ "Tatoeba (urd-Arab_eng-Latn)": 0.0,
+ "Tatoeba (ces-Latn_eng-Latn)": 3.56,
+ "Tatoeba (cbk-Latn_eng-Latn)": 9.33,
+ "Tatoeba (gla-Latn_eng-Latn)": 2.04,
+ "Tatoeba (war-Latn_eng-Latn)": 5.14,
+ "Tatoeba (swh-Latn_eng-Latn)": 6.01,
+ "Tatoeba (swg-Latn_eng-Latn)": 7.86,
+ "Tatoeba (glg-Latn_eng-Latn)": 12.0,
+ "Tatoeba (fao-Latn_eng-Latn)": 7.08,
+ "Tatoeba (gsw-Latn_eng-Latn)": 10.67,
+ "Tatoeba (rus-Cyrl_eng-Latn)": 0.14,
+ "Tatoeba (kaz-Cyrl_eng-Latn)": 0.52,
+ "Tatoeba (gle-Latn_eng-Latn)": 2.19,
+ "Tatoeba (slk-Latn_eng-Latn)": 3.4,
+ "Tatoeba (nno-Latn_eng-Latn)": 5.75,
+ "Tatoeba (cor-Latn_eng-Latn)": 2.42,
+ "Tatoeba (nov-Latn_eng-Latn)": 16.61,
+ "Tatoeba (swe-Latn_eng-Latn)": 6.55,
+ "Tatoeba (max-Deva_eng-Latn)": 6.46,
+ "Tatoeba (oci-Latn_eng-Latn)": 8.57,
+ "Tatoeba (lfn-Latn_eng-Latn)": 6.1,
+ "Tatoeba (fra-Latn_eng-Latn)": 16.9,
+ "Tatoeba (ben-Beng_eng-Latn)": 0.0,
+ "Tatoeba (bel-Cyrl_eng-Latn)": 0.65,
+ "Tatoeba (lat-Latn_eng-Latn)": 5.78,
+ "Tatoeba (cmn-Hans_eng-Latn)": 2.22,
+ "Tatoeba (kat-Geor_eng-Latn)": 0.43,
+ "Tatoeba (bos-Latn_eng-Latn)": 4.6,
+ "Tatoeba (xho-Latn_eng-Latn)": 3.3,
+ "Tatoeba (tha-Thai_eng-Latn)": 0.0,
+ "Tatoeba (cym-Latn_eng-Latn)": 4.88,
+ "Tatoeba (deu-Latn_eng-Latn)": 11.46,
+ "Tatoeba (awa-Deva_eng-Latn)": 0.44,
+ "Tatoeba (ido-Latn_eng-Latn)": 9.84,
+ "Tatoeba (tat-Cyrl_eng-Latn)": 0.24,
+ "Tatoeba (kab-Latn_eng-Latn)": 1.31,
+ "Tatoeba (uzb-Latn_eng-Latn)": 1.98,
+ "Tatoeba (heb-Hebr_eng-Latn)": 0.28,
+ "Tatoeba (ara-Arab_eng-Latn)": 0.1,
+ "Tatoeba (fry-Latn_eng-Latn)": 12.43,
+ "Tatoeba (afr-Latn_eng-Latn)": 6.08,
+ "Tatoeba (kur-Latn_eng-Latn)": 3.65,
+ "Tatoeba (pms-Latn_eng-Latn)": 7.63,
+ "Tatoeba (ell-Grek_eng-Latn)": 0.0,
+ "Tatoeba (spa-Latn_eng-Latn)": 10.12,
+ "Tatoeba (dsb-Latn_eng-Latn)": 2.96,
+ "Tatoeba (uig-Arab_eng-Latn)": 0.33,
+ "Tatoeba (nld-Latn_eng-Latn)": 9.29,
+ "Tatoeba (tel-Telu_eng-Latn)": 0.73,
+ "Tatoeba (hrv-Latn_eng-Latn)": 3.77,
+ "Tatoeba (nds-Latn_eng-Latn)": 10.96,
+ "Tatoeba (hun-Latn_eng-Latn)": 3.23,
+ "Tatoeba (est-Latn_eng-Latn)": 2.35,
+ "Tatoeba (mal-Mlym_eng-Latn)": 0.15,
+ "Tatoeba (khm-Khmr_eng-Latn)": 0.28,
+ "Tatoeba (hsb-Latn_eng-Latn)": 3.12,
+ "Tatoeba (tgl-Latn_eng-Latn)": 4.06,
+ "Tatoeba (ang-Latn_eng-Latn)": 9.77,
+ "Tatoeba (tur-Latn_eng-Latn)": 3.16,
+ "Tatoeba (tuk-Latn_eng-Latn)": 2.23,
+ "Tatoeba (ile-Latn_eng-Latn)": 17.84,
+ "Tatoeba (mon-Cyrl_eng-Latn)": 0.81,
+ "Tatoeba (yue-Hant_eng-Latn)": 1.16,
+ "Tatoeba (ina-Latn_eng-Latn)": 22.55,
+ "Tatoeba (tam-Taml_eng-Latn)": 0.73,
+ "Tatoeba (ukr-Cyrl_eng-Latn)": 0.5,
+ "Tatoeba (dan-Latn_eng-Latn)": 10.01,
+ "Tatoeba (arq-Arab_eng-Latn)": 0.33,
+ "Tatoeba (arz-Arab_eng-Latn)": 0.0,
+ "Tatoeba (fin-Latn_eng-Latn)": 3.82,
+ "Tatoeba (ind-Latn_eng-Latn)": 4.88
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "LLM2Vec-Mistral-unsupervised",
- "AmazonCounterfactualClassification (en)": 76.94,
- "AmazonPolarityClassification": 85.29,
- "AmazonReviewsClassification (en)": 47.09,
- "Banking77Classification": 86.16,
- "EmotionClassification": 48.88,
- "ImdbClassification": 77.95,
- "MTOPDomainClassification (en)": 95.48,
- "MTOPIntentClassification (en)": 82.84,
- "MassiveIntentClassification (en)": 76.65,
- "MassiveScenarioClassification (en)": 79.99,
- "ToxicConversationsClassification": 70.71,
- "TweetSentimentExtractionClassification": 60.9
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "LLM2Vec-Mistral-unsupervised",
- "ArxivClusteringP2P": 47.56,
- "ArxivClusteringS2S": 39.92,
- "BiorxivClusteringP2P": 36.14,
- "BiorxivClusteringS2S": 30.26,
- "MedrxivClusteringP2P": 30.11,
- "MedrxivClusteringS2S": 26.93,
- "RedditClustering": 41.83,
- "RedditClusteringP2P": 62.08,
- "StackExchangeClustering": 67.34,
- "StackExchangeClusteringP2P": 34.5,
- "TwentyNewsgroupsClustering": 30.26
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "LLM2Vec-Mistral-unsupervised",
- "SprintDuplicateQuestions": 91.3,
- "TwitterSemEval2015": 68.76,
- "TwitterURLCorpus": 82.76
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "LLM2Vec-Mistral-unsupervised",
- "AskUbuntuDupQuestions": 58.6,
- "MindSmallReranking": 29.73,
- "SciDocsRR": 77.81,
- "StackOverflowDupQuestions": 49.8
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "LLM2Vec-Mistral-unsupervised",
- "ArguAna": 51.0,
- "CQADupstackRetrieval": 33.37,
- "ClimateFEVER": 22.97,
- "DBPedia": 25.48,
- "FEVER": 45.11,
- "FiQA2018": 27.24,
- "HotpotQA": 54.54,
- "MSMARCO": 19.13,
- "NFCorpus": 27.16,
- "NQ": 34.16,
- "QuoraRetrieval": 84.4,
- "SCIDOCS": 15.35,
- "SciFact": 68.68,
- "TRECCOVID": 55.67,
- "Touche2020": 6.54
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "LLM2Vec-Mistral-unsupervised",
- "BIOSSES": 83.29,
- "SICK-R": 75.55,
- "STS12": 67.65,
- "STS13": 83.9,
- "STS14": 76.97,
- "STS15": 83.8,
- "STS16": 81.91,
- "STS17 (en-en)": 85.58,
- "STS22 (en)": 65.93,
- "STSBenchmark": 80.42
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "LLM2Vec-Mistral-unsupervised",
- "SummEval": 30.19
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "LLM2Vec-Mistral-unsupervised"
- }
- ]
- }
- },
- "bge-small-en-v1.5-instruct": {
- "BitextMining": {
- "f1": [
- {
- "Model": "bge-small-en-v1.5-instruct"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "all-mpnet-base-v2",
+ "AllegroReviews (pol-Latn)": 22.99,
+ "AmazonCounterfactualClassification (en-ext)": 67.5,
+ "AmazonCounterfactualClassification (en)": 65.03,
+ "AmazonCounterfactualClassification (deu-Latn)": 55.66,
+ "AmazonCounterfactualClassification (jpn-Jpan)": 60.69,
+ "AmazonPolarityClassification": 67.14,
+ "AmazonReviewsClassification (en)": 31.44,
+ "AmazonReviewsClassification (deu-Latn)": 26.05,
+ "AmazonReviewsClassification (spa-Latn)": 27.73,
+ "AmazonReviewsClassification (fra-Latn)": 28.49,
+ "AmazonReviewsClassification (jpn-Jpan)": 23.65,
+ "AmazonReviewsClassification (cmn-Hans)": 23.62,
+ "AngryTweetsClassification (dan-Latn)": 44.13,
+ "Banking77Classification": 81.7,
+ "CBD (pol-Latn)": 50.25,
+ "DanishPoliticalCommentsClassification (dan-Latn)": 28.31,
+ "EmotionClassification": 42.22,
+ "GeoreviewClassification (rus-Cyrl)": 25.93,
+ "HeadlineClassification (rus-Cyrl)": 28.53,
+ "IFlyTek (cmn-Hans)": 17.18,
+ "ImdbClassification": 71.17,
+ "InappropriatenessClassification (rus-Cyrl)": 51.82,
+ "JDReview (cmn-Hans)": 60.19,
+ "KinopoiskClassification (rus-Cyrl)": 34.18,
+ "LccSentimentClassification (dan-Latn)": 39.27,
+ "MTOPDomainClassification (en)": 91.89,
+ "MTOPDomainClassification (deu-Latn)": 71.86,
+ "MTOPDomainClassification (spa-Latn)": 71.3,
+ "MTOPDomainClassification (fra-Latn)": 74.88,
+ "MTOPDomainClassification (hin-Deva)": 39.93,
+ "MTOPDomainClassification (tha-Thai)": 17.54,
+ "MTOPIntentClassification (en)": 68.27,
+ "MTOPIntentClassification (deu-Latn)": 44.36,
+ "MTOPIntentClassification (spa-Latn)": 39.48,
+ "MTOPIntentClassification (fra-Latn)": 37.57,
+ "MTOPIntentClassification (hin-Deva)": 18.63,
+ "MTOPIntentClassification (tha-Thai)": 5.42,
+ "MasakhaNEWSClassification (amh-Ethi)": 36.49,
+ "MasakhaNEWSClassification (eng)": 79.75,
+ "MasakhaNEWSClassification (fra-Latn)": 77.77,
+ "MasakhaNEWSClassification (hau-Latn)": 59.22,
+ "MasakhaNEWSClassification (ibo-Latn)": 61.64,
+ "MasakhaNEWSClassification (lin-Latn)": 74.0,
+ "MasakhaNEWSClassification (lug-Latn)": 58.43,
+ "MasakhaNEWSClassification (orm-Ethi)": 48.15,
+ "MasakhaNEWSClassification (pcm-Latn)": 92.2,
+ "MasakhaNEWSClassification (run-Latn)": 64.72,
+ "MasakhaNEWSClassification (sna-Latn)": 73.69,
+ "MasakhaNEWSClassification (som-Latn)": 49.97,
+ "MasakhaNEWSClassification (swa-Latn)": 55.15,
+ "MasakhaNEWSClassification (tir-Ethi)": 27.46,
+ "MasakhaNEWSClassification (xho-Latn)": 60.98,
+ "MasakhaNEWSClassification (yor-Latn)": 63.33,
+ "MassiveIntentClassification (en)": 69.76,
+ "MassiveIntentClassification (jav-Latn)": 31.75,
+ "MassiveIntentClassification (fra-Latn)": 44.27,
+ "MassiveIntentClassification (msa-Latn)": 30.53,
+ "MassiveIntentClassification (hun-Latn)": 34.38,
+ "MassiveIntentClassification (pol-Latn)": 34.26,
+ "MassiveIntentClassification (nld-Latn)": 38.49,
+ "MassiveIntentClassification (tha-Thai)": 8.51,
+ "MassiveIntentClassification (tur-Latn)": 32.02,
+ "MassiveIntentClassification (tam-Taml)": 9.25,
+ "MassiveIntentClassification (hye-Armn)": 10.11,
+ "MassiveIntentClassification (khm-Khmr)": 4.74,
+ "MassiveIntentClassification (lav-Latn)": 35.08,
+ "MassiveIntentClassification (deu-Latn)": 44.54,
+ "MassiveIntentClassification (spa-Latn)": 39.75,
+ "MassiveIntentClassification (ben-Beng)": 12.35,
+ "MassiveIntentClassification (por-Latn)": 42.83,
+ "MassiveIntentClassification (ara-Arab)": 20.42,
+ "MassiveIntentClassification (cym-Latn)": 30.82,
+ "MassiveIntentClassification (dan-Latn)": 42.36,
+ "MassiveIntentClassification (mya-Mymr)": 4.6,
+ "MassiveIntentClassification (heb-Hebr)": 23.6,
+ "MassiveIntentClassification (kan-Knda)": 3.76,
+ "MassiveIntentClassification (swa-Latn)": 31.82,
+ "MassiveIntentClassification (fas-Arab)": 22.45,
+ "MassiveIntentClassification (hin-Deva)": 17.68,
+ "MassiveIntentClassification (kat-Geor)": 7.66,
+ "MassiveIntentClassification (mal-Mlym)": 2.64,
+ "MassiveIntentClassification (fin-Latn)": 34.58,
+ "MassiveIntentClassification (slv-Latn)": 34.49,
+ "MassiveIntentClassification (afr-Latn)": 36.49,
+ "MassiveIntentClassification (urd-Arab)": 12.86,
+ "MassiveIntentClassification (ron-Latn)": 38.07,
+ "MassiveIntentClassification (sqi-Latn)": 37.26,
+ "MassiveIntentClassification (cmo-Hant)": 22.43,
+ "MassiveIntentClassification (ita-Latn)": 40.29,
+ "MassiveIntentClassification (ind-Latn)": 36.31,
+ "MassiveIntentClassification (nob-Latn)": 39.3,
+ "MassiveIntentClassification (jpn-Jpan)": 33.13,
+ "MassiveIntentClassification (aze-Latn)": 28.92,
+ "MassiveIntentClassification (mon-Cyrl)": 19.65,
+ "MassiveIntentClassification (ell-Grek)": 24.52,
+ "MassiveIntentClassification (rus-Cyrl)": 23.98,
+ "MassiveIntentClassification (kor-Kore)": 13.35,
+ "MassiveIntentClassification (cmo-Hans)": 24.36,
+ "MassiveIntentClassification (isl-Latn)": 31.46,
+ "MassiveIntentClassification (swe-Latn)": 39.02,
+ "MassiveIntentClassification (tel-Telu)": 2.26,
+ "MassiveIntentClassification (vie-Latn)": 31.47,
+ "MassiveIntentClassification (tgl-Latn)": 36.33,
+ "MassiveIntentClassification (amh-Ethi)": 2.39,
+ "MassiveScenarioClassification (en)": 75.67,
+ "MassiveScenarioClassification (tur-Latn)": 39.11,
+ "MassiveScenarioClassification (kat-Geor)": 13.45,
+ "MassiveScenarioClassification (jpn-Jpan)": 40.57,
+ "MassiveScenarioClassification (spa-Latn)": 50.92,
+ "MassiveScenarioClassification (fas-Arab)": 27.8,
+ "MassiveScenarioClassification (hun-Latn)": 41.01,
+ "MassiveScenarioClassification (jav-Latn)": 40.0,
+ "MassiveScenarioClassification (por-Latn)": 52.06,
+ "MassiveScenarioClassification (sqi-Latn)": 44.67,
+ "MassiveScenarioClassification (lav-Latn)": 39.28,
+ "MassiveScenarioClassification (deu-Latn)": 54.09,
+ "MassiveScenarioClassification (nld-Latn)": 47.79,
+ "MassiveScenarioClassification (mon-Cyrl)": 25.58,
+ "MassiveScenarioClassification (swa-Latn)": 40.34,
+ "MassiveScenarioClassification (ben-Beng)": 17.49,
+ "MassiveScenarioClassification (cym-Latn)": 34.82,
+ "MassiveScenarioClassification (swe-Latn)": 44.53,
+ "MassiveScenarioClassification (rus-Cyrl)": 28.71,
+ "MassiveScenarioClassification (fra-Latn)": 54.26,
+ "MassiveScenarioClassification (dan-Latn)": 49.45,
+ "MassiveScenarioClassification (mya-Mymr)": 10.8,
+ "MassiveScenarioClassification (ron-Latn)": 47.86,
+ "MassiveScenarioClassification (cmo-Hans)": 35.33,
+ "MassiveScenarioClassification (hin-Deva)": 23.13,
+ "MassiveScenarioClassification (cmo-Hant)": 31.7,
+ "MassiveScenarioClassification (afr-Latn)": 43.63,
+ "MassiveScenarioClassification (aze-Latn)": 36.42,
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+ "MassiveScenarioClassification (ell-Grek)": 33.85,
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{
- "Model": "bge-small-en-v1.5-instruct"
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "bge-small-en-v1.5-instruct"
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+ "OpusparcusPC (fra-Latn)": 86.61,
+ "OpusparcusPC (rus-Cyrl)": 79.85,
+ "OpusparcusPC (swe-Latn)": 81.81,
+ "PSC (pol-Latn)": 83.28,
+ "PawsXPairClassification (deu-Latn)": 52.17,
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+ "PawsXPairClassification (fra-Latn)": 56.42,
+ "PawsXPairClassification (jpn-Hira)": 47.43,
+ "PawsXPairClassification (kor-Hang)": 49.75,
+ "PawsXPairClassification (cmn-Hans)": 52.47,
+ "SICK-E-PL (pol-Latn)": 46.51,
+ "SprintDuplicateQuestions": 90.15,
+ "TERRa (rus-Cyrl)": 44.52,
+ "TwitterSemEval2015": 73.85,
+ "TwitterURLCorpus": 85.11
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "all-mpnet-base-v2",
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+ "AskUbuntuDupQuestions": 65.85,
+ "MMarcoReranking (cmn-Hans)": 4.65,
+ "MindSmallReranking": 30.97,
+ "RuBQReranking (rus-Cyrl)": 30.96,
+ "SciDocsRR": 88.65,
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}
]
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{
- "Model": "bge-small-en-v1.5-instruct",
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- "HellaSwag": 23.41,
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- "RARbMath": 46.5,
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- "TempReasonL2Pure": 1.1,
- "TempReasonL3Fact": 12.81,
- "TempReasonL3Pure": 4.63,
- "WinoGrande": 5.35
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+ "AILACasedocs": 22.51,
+ "AILAStatutes": 21.27,
+ "ARCChallenge": 11.8,
+ "AlloprofRetrieval (fra-Latn)": 34.27,
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+ "ArguAna": 46.52,
+ "ArguAna-PL (pol-Latn)": 14.72,
+ "BSARDRetrieval (fra-Latn)": 6.98,
+ "BrightRetrieval (robotics)": 8.36,
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+ "BrightRetrieval (leetcode)": 26.4,
+ "BrightRetrieval (biology)": 15.52,
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+ "BrightRetrieval (economics)": 16.64,
+ "BrightRetrieval (stackoverflow)": 9.48,
+ "BrightRetrieval (pony)": 6.95,
+ "BrightRetrieval (earth_science)": 20.11,
+ "BrightRetrieval (theoremqa_theorems)": 12.38,
+ "BrightRetrieval (sustainable_living)": 15.34,
+ "BrightRetrieval (aops)": 5.32,
+ "CQADupstackRetrieval": 44.96,
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+ "CmedqaRetrieval (cmn-Hans)": 2.0,
+ "CovidRetrieval (cmn-Hans)": 3.7,
+ "DBPedia": 32.09,
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+ "EcomRetrieval (cmn-Hans)": 3.94,
+ "FEVER": 50.86,
+ "FiQA-PL (pol-Latn)": 3.6,
+ "FiQA2018": 49.96,
+ "GerDaLIRSmall (deu-Latn)": 3.78,
+ "HellaSwag": 26.27,
+ "HotpotQA": 39.29,
+ "LEMBNarrativeQARetrieval": 19.34,
+ "LEMBNeedleRetrieval": 16.0,
+ "LEMBPasskeyRetrieval": 24.5,
+ "LEMBQMSumRetrieval": 21.54,
+ "LEMBSummScreenFDRetrieval": 60.43,
+ "LEMBWikimQARetrieval": 44.92,
+ "LeCaRDv2 (zho-Hans)": 18.09,
+ "LegalBenchConsumerContractsQA": 75.25,
+ "LegalBenchCorporateLobbying": 89.04,
+ "LegalQuAD (deu-Latn)": 10.67,
+ "LegalSummarization": 58.55,
+ "MMarcoRetrieval (cmn-Hans)": 7.13,
+ "MSMARCO": 39.75,
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+ "MintakaRetrieval (ara-Arab)": 1.97,
+ "MintakaRetrieval (deu-Latn)": 17.21,
+ "MintakaRetrieval (spa-Latn)": 10.11,
+ "MintakaRetrieval (fra-Latn)": 12.93,
+ "MintakaRetrieval (hin-Deva)": 2.05,
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+ "NFCorpus-PL (pol-Latn)": 8.77,
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+ "RARbCode": 53.21,
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+ "RuBQRetrieval (rus-Cyrl)": 4.75,
+ "SCIDOCS": 23.76,
+ "SCIDOCS-PL (pol-Latn)": 4.02,
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+ "TRECCOVID": 51.33,
+ "TRECCOVID-PL (pol-Latn)": 12.12,
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+ "XPQARetrieval (ara-Arab_ara-Arab)": 9.42,
+ "XPQARetrieval (eng-Latn_ara-Arab)": 2.39,
+ "XPQARetrieval (ara-Arab_eng-Latn)": 8.98,
+ "XPQARetrieval (deu-Latn_deu-Latn)": 55.82,
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+ "XPQARetrieval (deu-Latn_eng-Latn)": 30.44,
+ "XPQARetrieval (spa-Latn_spa-Latn)": 40.01,
+ "XPQARetrieval (eng-Latn_spa-Latn)": 6.12,
+ "XPQARetrieval (spa-Latn_eng-Latn)": 29.44,
+ "XPQARetrieval (fra-Latn_fra-Latn)": 51.94,
+ "XPQARetrieval (eng-Latn_fra-Latn)": 11.48,
+ "XPQARetrieval (fra-Latn_eng-Latn)": 32.52,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 37.48,
+ "XPQARetrieval (eng-Latn_hin-Deva)": 5.11,
+ "XPQARetrieval (hin-Deva_eng-Latn)": 7.37,
+ "XPQARetrieval (ita-Latn_ita-Latn)": 54.2,
+ "XPQARetrieval (eng-Latn_ita-Latn)": 6.08,
+ "XPQARetrieval (ita-Latn_eng-Latn)": 30.32,
+ "XPQARetrieval (jpn-Hira_jpn-Hira)": 37.45,
+ "XPQARetrieval (eng-Latn_jpn-Hira)": 5.79,
+ "XPQARetrieval (jpn-Hira_eng-Latn)": 14.77,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 10.4,
+ "XPQARetrieval (eng-Latn_kor-Hang)": 7.09,
+ "XPQARetrieval (kor-Hang_eng-Latn)": 6.95,
+ "XPQARetrieval (pol-Latn_pol-Latn)": 23.67,
+ "XPQARetrieval (eng-Latn_pol-Latn)": 8.83,
+ "XPQARetrieval (pol-Latn_eng-Latn)": 15.94,
+ "XPQARetrieval (por-Latn_por-Latn)": 33.56,
+ "XPQARetrieval (eng-Latn_por-Latn)": 3.76,
+ "XPQARetrieval (por-Latn_eng-Latn)": 23.45,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 5.53,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 3.3,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 4.0,
+ "XPQARetrieval (cmn-Hans_cmn-Hans)": 23.84,
+ "XPQARetrieval (eng-Latn_cmn-Hans)": 7.2,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 12.84
}
]
},
"STS": {
"spearman": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "all-mpnet-base-v2",
+ "AFQMC (cmn-Hans)": 8.01,
+ "ATEC (cmn-Hans)": 14.03,
+ "BIOSSES": 80.43,
+ "BQ (cmn-Hans)": 21.39,
+ "CDSC-R (pol-Latn)": 77.04,
+ "LCQMC (cmn-Hans)": 22.84,
+ "PAWSX (cmn-Hans)": 6.44,
+ "RUParaPhraserSTS (rus-Cyrl)": 42.15,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 55.68,
+ "SICK-R": 80.59,
+ "SICK-R-PL (pol-Latn)": 50.2,
+ "SICKFr (fra-Latn)": 67.05,
+ "STS12": 72.63,
+ "STS13": 83.48,
+ "STS14": 78.0,
+ "STS15": 85.66,
+ "STS16": 80.03,
+ "STS17 (en-en)": 90.6,
+ "STS17 (eng-Latn_ara-Arab)": 6.76,
+ "STS17 (fra-Latn_eng-Latn)": 41.64,
+ "STS17 (eng-Latn_tur-Latn)": -4.58,
+ "STS17 (eng-Latn_deu-Latn)": 35.5,
+ "STS17 (spa-Latn_eng-Latn)": 25.28,
+ "STS17 (ita-Latn_eng-Latn)": 31.8,
+ "STS17 (spa-Latn)": 78.4,
+ "STS17 (kor-Hang)": 39.11,
+ "STS17 (ara-Arab)": 55.42,
+ "STS17 (nld-Latn_eng-Latn)": 32.89,
+ "STS22 (en)": 68.39,
+ "STS22 (spa-Latn_eng-Latn)": 55.09,
+ "STS22 (deu-Latn_pol-Latn)": 23.53,
+ "STS22 (cmn-Hans_eng-Latn)": 40.47,
+ "STS22 (pol-Latn)": 24.21,
+ "STS22 (tur-Latn)": 29.35,
+ "STS22 (spa-Latn_ita-Latn)": 41.61,
+ "STS22 (fra-Latn_pol-Latn)": 73.25,
+ "STS22 (rus-Cyrl)": 15.83,
+ "STS22 (deu-Latn)": 27.0,
+ "STS22 (spa-Latn)": 55.98,
+ "STS22 (pol-Latn_eng-Latn)": 51.07,
+ "STS22 (fra-Latn)": 77.1,
+ "STS22 (deu-Latn_eng-Latn)": 49.73,
+ "STS22 (ara-Arab)": 38.96,
+ "STS22 (deu-Latn_fra-Latn)": 31.39,
+ "STS22 (ita-Latn)": 58.02,
+ "STS22 (cmn-Hans)": 42.24,
+ "STSB (cmn-Hans)": 37.7,
+ "STSBenchmark": 83.42,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 57.01,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.54,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 65.15,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 62.72,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 65.78,
+ "STSBenchmarkMultilingualSTS (en)": 83.42,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 61.43,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 62.12,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.43,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 52.36
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "all-mpnet-base-v2",
+ "SummEval": 27.49,
+ "SummEvalFr (fra-Latn)": 28.11
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "all-mpnet-base-v2"
}
]
}
},
- "m3e-large": {
+ "flaubert_base_uncased": {
"BitextMining": {
"f1": [
{
- "Model": "m3e-large"
+ "Model": "flaubert_base_uncased"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "m3e-large",
- "AmazonReviewsClassification (zh)": 44.44,
- "IFlyTek": 43.96,
- "JDReview": 86.92,
- "MassiveIntentClassification (zh-CN)": 67.23,
- "MassiveScenarioClassification (zh-CN)": 74.88,
- "MultilingualSentiment": 72.47,
- "OnlineShopping": 89.59,
- "TNews": 48.26,
- "Waimai": 86.08
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "m3e-large",
- "CLSClusteringP2P": 38.6,
- "CLSClusteringS2S": 38.02,
- "ThuNewsClusteringP2P": 60.39,
- "ThuNewsClusteringS2S": 58.51
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "m3e-large",
- "Cmnli": 69.27,
- "Ocnli": 59.33
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "m3e-large",
- "CMedQAv1": 77.76,
- "CMedQAv2": 78.27,
- "MMarcoReranking": 16.46,
- "T2Reranking": 66.13
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "m3e-large",
- "CmedqaRetrieval": 30.73,
- "CovidRetrieval": 61.33,
- "DuRetrieval": 74.69,
- "EcomRetrieval": 45.18,
- "MMarcoRetrieval": 61.06,
- "MedicalRetrieval": 48.66,
- "T2Retrieval": 72.36,
- "VideoRetrieval": 44.02
- }
- ]
- },
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- "spearman": [
- {
- "Model": "m3e-large",
- "AFQMC": 36.53,
- "ATEC": 41.8,
- "BQ": 65.2,
- "LCQMC": 74.2,
- "PAWSX": 15.95,
- "QBQTC": 32.65,
- "STS22 (zh)": 62.91,
- "STSB": 74.16
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "m3e-large"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "m3e-large"
- }
- ]
- }
- },
- "nomic-embed-text-v1.5-128": {
- "BitextMining": {
- "f1": [
- {
- "Model": "nomic-embed-text-v1.5-128"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "nomic-embed-text-v1.5-128",
- "AmazonCounterfactualClassification (en)": 69.78,
- "AmazonPolarityClassification": 88.74,
- "AmazonReviewsClassification (en)": 43.11,
- "Banking77Classification": 82.78,
- "EmotionClassification": 42.92,
- "ImdbClassification": 80.87,
- "MTOPDomainClassification (en)": 89.61,
- "MTOPIntentClassification (en)": 68.9,
- "MassiveIntentClassification (en)": 69.34,
- "MassiveScenarioClassification (en)": 74.21,
- "ToxicConversationsClassification": 68.16,
- "TweetSentimentExtractionClassification": 57.99
+ "Model": "flaubert_base_uncased",
+ "AmazonReviewsClassification (fr)": 23.52,
+ "MTOPDomainClassification (fr)": 27.74,
+ "MTOPIntentClassification (fr)": 8.61,
+ "MasakhaNEWSClassification (fra)": 62.61,
+ "MassiveIntentClassification (fr)": 6.24,
+ "MassiveScenarioClassification (fr)": 10.98
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "nomic-embed-text-v1.5-128",
- "ArxivClusteringP2P": 43.87,
- "ArxivClusteringS2S": 34.57,
- "BiorxivClusteringP2P": 36.79,
- "BiorxivClusteringS2S": 30.68,
- "MedrxivClusteringP2P": 34.09,
- "MedrxivClusteringS2S": 31.3,
- "RedditClustering": 53.31,
- "RedditClusteringP2P": 58.96,
- "StackExchangeClustering": 59.92,
- "StackExchangeClusteringP2P": 33.88,
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+ "OpusparcusPC (fr)": 82.0,
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"Reranking": {
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- "AskUbuntuDupQuestions": 61.16,
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- "SciDocsRR": 78.05,
- "StackOverflowDupQuestions": 49.0
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- "SCIDOCS": 15.56,
- "SciFact": 64.28,
- "TRECCOVID": 74.58,
- "Touche2020": 26.99
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}
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- "STS22 (en)": 64.24,
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}
]
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}
]
}
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+ "Model": "GritLM-7B-noinstruct"
}
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- "TempReasonL2Pure": 0.57,
- "TempReasonL3Fact": 14.81,
- "TempReasonL3Pure": 7.46,
- "WinoGrande": 60.84
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+ "Model": "GritLM-7B-noinstruct"
}
]
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- "st-polish-paraphrase-from-mpnet": {
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- }
- ]
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- "Model": "st-polish-paraphrase-from-mpnet",
- "8TagsClustering": 33.15
- }
- ]
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+ "AmazonCounterfactualClassification (en-ext)": 76.81,
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+ "AmazonReviewsClassification (fr)": 37.35,
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+ "MTOPDomainClassification (fr)": 75.03,
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+ "MTOPIntentClassification (fr)": 43.85,
+ "MTOPIntentClassification (hi)": 3.8,
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+ "MassiveIntentClassification (fa)": 3.58,
+ "MassiveIntentClassification (fi)": 33.52,
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+ "MassiveIntentClassification (he)": 2.63,
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+ "MassiveScenarioClassification (tl)": 48.94,
+ "MassiveScenarioClassification (tr)": 41.83,
+ "MassiveScenarioClassification (ur)": 9.77,
+ "MassiveScenarioClassification (vi)": 30.01,
+ "MassiveScenarioClassification (zh-CN)": 4.17,
+ "MassiveScenarioClassification (zh-TW)": 7.91,
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+ "TweetSentimentExtractionClassification": 62.71
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+ ]
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+ "TenKGnadClusteringS2S": 18.11,
+ "TwentyNewsgroupsClustering": 48.1
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+ ]
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"PairClassification": {
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- "CDSC-E": 75.06,
- "PPC": 93.49,
- "PSC": 99.05,
- "SICK-E-PL": 80.56
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+ "OpusparcusPC (fr)": 89.4,
+ "PawsXPairClassification (fr)": 55.35,
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+ "TwitterSemEval2015": 78.25,
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}
]
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"Reranking": {
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{
- "Model": "st-polish-paraphrase-from-mpnet"
+ "Model": "sentence-t5-base",
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+ "AskUbuntuDupQuestions": 59.73,
+ "MindSmallReranking": 30.2,
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}
]
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"Retrieval": {
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- "NQ-PL": 23.54,
- "Quora-PL": 81.49,
- "SCIDOCS-PL": 13.23,
- "SciFact-PL": 52.51,
- "TRECCOVID-PL": 35.23
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}
]
},
"STS": {
"spearman": [
{
- "Model": "st-polish-paraphrase-from-mpnet",
- "CDSC-R": 88.55,
- "SICK-R-PL": 76.18,
- "STS22 (pl)": 37.34
- }
- ]
- },
- "Summarization": {
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- {
- "Model": "st-polish-paraphrase-from-mpnet"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "st-polish-paraphrase-from-mpnet"
- }
- ]
- }
- },
- "USER-bge-m3": {
- "BitextMining": {
- "f1": [
- {
- "Model": "USER-bge-m3",
- "Tatoeba (rus-Cyrl_eng-Latn)": 93.52
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "USER-bge-m3",
- "GeoreviewClassification (rus-Cyrl)": 50.98,
- "HeadlineClassification (rus-Cyrl)": 70.09,
- "InappropriatenessClassification (rus-Cyrl)": 60.76,
- "KinopoiskClassification (rus-Cyrl)": 63.33,
- "MassiveIntentClassification (rus-Cyrl)": 68.85,
- "MassiveScenarioClassification (rus-Cyrl)": 72.9,
- "RuReviewsClassification (rus-Cyrl)": 68.52,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 57.67,
- "RuSciBenchOECDClassification (rus-Cyrl)": 44.2
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+ "BIOSSES": 75.89,
+ "SICK-R": 80.18,
+ "SICKFr": 71.74,
+ "STS12": 78.05,
+ "STS13": 85.85,
+ "STS14": 82.19,
+ "STS15": 87.46,
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+ "STS17 (en-ar)": -5.65,
+ "STS17 (en-de)": 67.11,
+ "STS17 (en-en)": 89.57,
+ "STS17 (en-tr)": -0.02,
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+ "STS17 (es-es)": 79.94,
+ "STS17 (fr-en)": 56.61,
+ "STS17 (it-en)": 30.46,
+ "STS17 (ko-ko)": 10.06,
+ "STS17 (nl-en)": 36.46,
+ "STS22 (ar)": 31.2,
+ "STS22 (de)": 42.08,
+ "STS22 (de-en)": 46.9,
+ "STS22 (de-fr)": 55.04,
+ "STS22 (de-pl)": 33.94,
+ "STS22 (en)": 62.66,
+ "STS22 (es)": 53.81,
+ "STS22 (es-en)": 65.19,
+ "STS22 (es-it)": 55.29,
+ "STS22 (fr)": 77.69,
+ "STS22 (fr-pl)": 28.17,
+ "STS22 (it)": 60.65,
+ "STS22 (pl)": 24.42,
+ "STS22 (pl-en)": 42.97,
+ "STS22 (ru)": 12.13,
+ "STS22 (tr)": 40.45,
+ "STS22 (zh)": 32.9,
+ "STS22 (zh-en)": 20.15,
+ "STSBenchmark": 85.52,
+ "STSBenchmarkMultilingualSTS (fr)": 74.04
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "sentence-t5-base",
+ "SummEval": 31.39,
+ "SummEvalFr": 30.01
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+ ]
+ },
+ "InstructionRetrieval": {
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+ {
+ "Model": "sentence-t5-base"
+ }
+ ]
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+ "nomic-embed-text-v1.5-256": {
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+ "Model": "nomic-embed-text-v1.5-256"
+ }
+ ]
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}
]
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- "GeoreviewClusteringP2P (rus-Cyrl)": 62.79,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 53.11,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.93
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+ "ArxivClusteringP2P": 44.82,
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"PairClassification": {
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- "OpusparcusPC (rus-Cyrl)": 90.73,
- "TERRa (rus-Cyrl)": 64.99
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"Reranking": {
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{
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- "RuBQReranking (rus-Cyrl)": 73.08
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+ "AskUbuntuDupQuestions": 61.34,
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"Retrieval": {
"ndcg_at_10": [
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- "RiaNewsRetrieval (rus-Cyrl)": 83.53,
- "RuBQRetrieval (rus-Cyrl)": 70.03
+ "Model": "nomic-embed-text-v1.5-256",
+ "ArguAna": 45.44,
+ "CQADupstackRetrieval": 37.61,
+ "ClimateFEVER": 39.63,
+ "DBPedia": 39.42,
+ "FEVER": 84.4,
+ "FiQA2018": 35.0,
+ "HotpotQA": 67.78,
+ "MSMARCO": 41.38,
+ "NFCorpus": 32.54,
+ "NQ": 57.1,
+ "QuoraRetrieval": 87.65,
+ "SCIDOCS": 16.76,
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+ "TRECCOVID": 80.65,
+ "Touche2020": 28.49
}
]
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{
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- "RuSTSBenchmarkSTS (rus-Cyrl)": 83.35,
- "STS22 (rus-Cyrl)": 66.42,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.96
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+ "BIOSSES": 81.58,
+ "SICK-R": 79.24,
+ "STS12": 78.16,
+ "STS13": 86.01,
+ "STS14": 81.25,
+ "STS15": 86.51,
+ "STS16": 84.24,
+ "STS17 (en-en)": 86.44,
+ "STS22 (en)": 65.14,
+ "STSBenchmark": 84.8
}
]
},
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{
- "Model": "USER-bge-m3"
+ "Model": "nomic-embed-text-v1.5-256",
+ "SummEval": 30.05
}
]
},
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{
- "Model": "USER-bge-m3"
+ "Model": "nomic-embed-text-v1.5-256"
}
]
}
},
- "Cohere-embed-multilingual-v3.0": {
+ "text-embedding-3-small-instruct": {
"BitextMining": {
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{
- "Model": "Cohere-embed-multilingual-v3.0"
+ "Model": "text-embedding-3-small-instruct"
}
]
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{
- "Model": "Cohere-embed-multilingual-v3.0",
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- "MTOPIntentClassification (fr)": 61.07,
- "MasakhaNEWSClassification (fra)": 83.06,
- "MassiveIntentClassification (fr)": 62.94,
- "MassiveScenarioClassification (fr)": 67.29
+ "Model": "text-embedding-3-small-instruct"
}
]
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"Clustering": {
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{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloProfClusteringP2P": 63.53,
- "AlloProfClusteringS2S": 36.18,
- "HALClusteringS2S": 19.9,
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- "MLSUMClusteringS2S": 34.75,
- "MasakhaNEWSClusteringP2P (fra)": 53.18,
- "MasakhaNEWSClusteringS2S (fra)": 32.31
+ "Model": "text-embedding-3-small-instruct"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "OpusparcusPC (fr)": 94.08,
- "PawsXPairClassification (fr)": 61.26
+ "Model": "text-embedding-3-small-instruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloprofReranking": 51.01,
- "SyntecReranking": 85.72
+ "Model": "text-embedding-3-small-instruct"
}
]
},
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"ndcg_at_10": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloprofRetrieval": 38.36,
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- "MintakaRetrieval (fr)": 25.44,
- "SyntecRetrieval": 79.27,
- "XPQARetrieval (fr)": 58.87
+ "Model": "text-embedding-3-small-instruct",
+ "ARCChallenge": 13.76,
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+ "HellaSwag": 27.2,
+ "PIQA": 29.59,
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+ "RARbCode": 72.14,
+ "RARbMath": 64.31,
+ "SIQA": 2.98,
+ "SpartQA": 3.58,
+ "TempReasonL1": 2.29,
+ "TempReasonL2Fact": 26.34,
+ "TempReasonL2Pure": 3.17,
+ "TempReasonL3Fact": 22.72,
+ "TempReasonL3Pure": 9.98,
+ "WinoGrande": 25.49
}
]
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{
- "Model": "Cohere-embed-multilingual-v3.0",
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- "STSBenchmarkMultilingualSTS (fr)": 81.84
+ "Model": "text-embedding-3-small-instruct"
}
]
},
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{
- "Model": "Cohere-embed-multilingual-v3.0",
- "SummEvalFr": 31.26
+ "Model": "text-embedding-3-small-instruct"
}
]
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{
- "Model": "Cohere-embed-multilingual-v3.0"
+ "Model": "text-embedding-3-small-instruct"
}
]
}
},
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+ "e5-large-v2": {
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- "Tatoeba (slk-Latn_eng-Latn)": 93.13,
- "Tatoeba (tha-Thai_eng-Latn)": 95.38,
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- "Tatoeba (nov-Latn_eng-Latn)": 71.62,
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- "Tatoeba (cbk-Latn_eng-Latn)": 69.26,
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}
]
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}
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}
]
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- "MintakaRetrieval (spa-Latn)": 34.23,
- "MintakaRetrieval (fra-Latn)": 34.24,
- "MintakaRetrieval (hin-Deva)": 27.45,
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- "NFCorpus-PL": 30.24,
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- "RuBQRetrieval (rus-Cyrl)": 74.11,
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- "SCIDOCS-PL": 13.81,
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- "XPQARetrieval (spa-Latn_spa-Latn)": 61.77,
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- "XPQARetrieval (spa-Latn_eng-Latn)": 52.86,
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- "XPQARetrieval (eng-Latn_fra-Latn)": 39.12,
- "XPQARetrieval (fra-Latn_eng-Latn)": 57.93,
- "XPQARetrieval (hin-Deva_hin-Deva)": 71.09,
- "XPQARetrieval (eng-Latn_hin-Deva)": 32.39,
- "XPQARetrieval (hin-Deva_eng-Latn)": 68.31,
- "XPQARetrieval (ita-Latn_ita-Latn)": 74.32,
- "XPQARetrieval (eng-Latn_ita-Latn)": 37.95,
- "XPQARetrieval (ita-Latn_eng-Latn)": 64.54,
- "XPQARetrieval (jpn-Hira_jpn-Hira)": 74.11,
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- "XPQARetrieval (jpn-Hira_eng-Latn)": 65.42,
- "XPQARetrieval (kor-Hang_kor-Hang)": 35.72,
- "XPQARetrieval (eng-Latn_kor-Hang)": 31.09,
- "XPQARetrieval (kor-Hang_eng-Latn)": 34.06,
- "XPQARetrieval (pol-Latn_pol-Latn)": 51.01,
- "XPQARetrieval (eng-Latn_pol-Latn)": 30.49,
- "XPQARetrieval (pol-Latn_eng-Latn)": 44.66,
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- "XPQARetrieval (eng-Latn_por-Latn)": 22.03,
- "XPQARetrieval (por-Latn_eng-Latn)": 35.15,
- "XPQARetrieval (tam-Taml_tam-Taml)": 39.51,
- "XPQARetrieval (eng-Latn_tam-Taml)": 17.33,
- "XPQARetrieval (tam-Taml_eng-Latn)": 33.67,
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- "XPQARetrieval (cmn-Hans_eng-Latn)": 55.15,
- "XPQARetrieval (fr)": 66.15
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}
]
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"spearman": [
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- "AFQMC (cmn-Hans)": 33.01,
- "AFQMC": 33.02,
- "ATEC (cmn-Hans)": 39.8,
- "ATEC": 39.81,
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- "BQ": 46.44,
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- "CDSC-R": 91.0,
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- "LCQMC": 75.95,
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- "SICK-R": 80.23,
- "SICK-R-PL (pol-Latn)": 75.08,
- "SICK-R-PL": 75.08,
- "SICKFr (fra-Latn)": 78.81,
- "SICKFr": 78.78,
- "STS12": 80.02,
- "STS13": 81.55,
- "STS14": 77.72,
- "STS15": 89.31,
- "STS16": 85.79,
- "STS17 (en-en)": 88.12,
- "STS17 (spa-Latn)": 86.71,
- "STS17 (spa-Latn_eng-Latn)": 80.74,
- "STS17 (eng-Latn_ara-Arab)": 75.03,
- "STS17 (fra-Latn_eng-Latn)": 85.62,
- "STS17 (kor-Hang)": 82.27,
- "STS17 (ita-Latn_eng-Latn)": 84.52,
- "STS17 (ara-Arab)": 77.83,
- "STS17 (eng-Latn_tur-Latn)": 71.22,
- "STS17 (eng-Latn_deu-Latn)": 86.15,
- "STS17 (nld-Latn_eng-Latn)": 85.29,
- "STS22 (spa-Latn)": 64.6,
- "STS22 (spa-Latn_eng-Latn)": 72.51,
- "STS22 (deu-Latn_eng-Latn)": 56.59,
- "STS22 (cmn-Hans_eng-Latn)": 65.95,
- "STS22 (deu-Latn_pol-Latn)": 49.58,
- "STS22 (fra-Latn_pol-Latn)": 50.71,
- "STS22 (en)": 63.66,
- "STS22 (ara-Arab)": 56.95,
- "STS22 (spa-Latn_ita-Latn)": 68.92,
- "STS22 (tur-Latn)": 63.56,
- "STS22 (deu-Latn_fra-Latn)": 67.96,
- "STS22 (ita-Latn)": 76.99,
- "STS22 (cmn-Hans)": 66.82,
- "STS22 (rus-Cyrl)": 59.89,
- "STS22 (fra-Latn)": 76.77,
- "STS22 (pol-Latn_eng-Latn)": 65.54,
- "STS22 (deu-Latn)": 56.58,
- "STS22 (pol-Latn)": 34.65,
- "STS22 (zh)": 65.64,
- "STS22 (pl)": 34.66,
- "STSB (cmn-Hans)": 81.08,
- "STSB": 81.08,
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- "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.22,
- "STSBenchmarkMultilingualSTS (en)": 87.29,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 81.06,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 81.63,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 81.75,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 83.05,
- "STSBenchmarkMultilingualSTS (por-Latn)": 73.31,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 83.81,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 83.28,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 84.27,
- "STSBenchmarkMultilingualSTS (fr)": 82.53
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}
]
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"Summarization": {
"spearman": [
{
- "Model": "multilingual-e5-large",
- "SummEval": 29.65,
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- "SummEvalFr": 30.92
+ "Model": "e5-large-v2"
}
]
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"InstructionRetrieval": {
"p-MRR": [
{
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+ "Model": "e5-large-v2",
+ "Core17InstructionRetrieval": 0.12,
+ "News21InstructionRetrieval": 0.87,
+ "Robust04InstructionRetrieval": -4.16
}
]
}
},
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"BitextMining": {
"f1": [
{
- "Model": "text-embedding-3-large"
+ "Model": "gbert-large"
}
]
},
"Classification": {
"accuracy": [
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- "ImdbClassification": 87.67,
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- "MassiveScenarioClassification (en)": 79.79,
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}
]
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"Clustering": {
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{
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- "RedditClusteringP2P": 67.96,
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+ "BlurbsClusteringP2P": 39.3,
+ "BlurbsClusteringS2S": 13.38,
+ "TenKGnadClusteringP2P": 41.69,
+ "TenKGnadClusteringS2S": 34.97
}
]
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}
]
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"Reranking": {
"map": [
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}
]
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"Retrieval": {
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- "BrightRetrieval (earth_science)": 26.27,
- "BrightRetrieval (psychology)": 27.52,
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- "BrightRetrieval (economics)": 19.98,
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- "BrightRetrieval (biology)": 23.67,
- "BrightRetrieval (theoremqa_theorems)": 9.25,
- "BrightRetrieval (pony)": 2.45,
- "BrightRetrieval (sustainable_living)": 20.32,
- "BrightRetrieval (aops)": 8.45,
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- "LEMBNarrativeQARetrieval": 44.09,
- "LEMBNeedleRetrieval": 29.25,
- "LEMBPasskeyRetrieval": 63.0,
- "LEMBQMSumRetrieval": 32.49,
- "LEMBSummScreenFDRetrieval": 84.8,
- "LEMBWikimQARetrieval": 54.16,
- "LeCaRDv2": 57.2,
- "LegalBenchConsumerContractsQA": 79.39,
- "LegalBenchCorporateLobbying": 95.09,
- "LegalQuAD": 57.47,
- "LegalSummarization": 71.55,
- "MSMARCO": 40.24,
- "NFCorpus": 42.07,
- "NQ": 61.27,
- "PIQA": 41.96,
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- "RARbCode": 89.64,
- "RARbMath": 90.08,
- "SCIDOCS": 23.11,
- "SIQA": 3.44,
- "SciFact": 77.77,
- "SpartQA": 7.51,
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- "TempReasonL2Pure": 10.34,
- "TempReasonL3Fact": 25.52,
- "TempReasonL3Pure": 15.28,
- "Touche2020": 23.35,
- "WinoGrande": 29.11
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}
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"spearman": [
{
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- "STS13": 86.1,
- "STS14": 81.15,
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- "STS16": 85.08,
- "STS17 (en-en)": 90.22,
- "STS22 (en)": 66.14,
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}
]
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{
- "Model": "text-embedding-3-large",
- "SummEval": 29.92
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}
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{
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- "Core17InstructionRetrieval": -0.2,
- "News21InstructionRetrieval": -2.03,
- "Robust04InstructionRetrieval": -5.81
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}
]
}
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{
- "Model": "contriever"
+ "Model": "voyage-2"
}
]
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+ "MTOPDomainClassification (fr)": 79.79,
+ "MTOPIntentClassification (fr)": 45.62,
+ "MasakhaNEWSClassification (fra)": 80.19,
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+ "MassiveScenarioClassification (fr)": 62.46
}
]
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"Clustering": {
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+ "AlloProfClusteringS2S": 41.65,
+ "HALClusteringS2S": 24.84,
+ "MLSUMClusteringP2P": 45.08,
+ "MLSUMClusteringS2S": 38.77,
+ "MasakhaNEWSClusteringP2P (fra)": 48.54,
+ "MasakhaNEWSClusteringS2S (fra)": 36.33
}
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"PairClassification": {
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{
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+ "Model": "voyage-2",
+ "OpusparcusPC (fr)": 89.76,
+ "PawsXPairClassification (fr)": 58.96
}
]
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"Reranking": {
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{
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"Retrieval": {
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- "TempReasonL2Fact": 22.68,
- "TempReasonL2Pure": 1.12,
- "TempReasonL3Fact": 20.62,
- "TempReasonL3Pure": 7.8,
- "WinoGrande": 47.15
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+ "BSARDRetrieval": 0.15,
+ "MintakaRetrieval (fr)": 15.51,
+ "SyntecRetrieval": 75.83,
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}
]
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}
]
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{
- "Model": "contriever"
+ "Model": "voyage-2"
}
]
}
},
- "rubert-tiny-turbo": {
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"BitextMining": {
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{
- "Model": "rubert-tiny-turbo",
- "Tatoeba (rus-Cyrl_eng-Latn)": 83.14
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}
]
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"Classification": {
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- "GeoreviewClassification (rus-Cyrl)": 41.36,
- "HeadlineClassification (rus-Cyrl)": 68.9,
- "ImdbClassification": 58.36,
- "InappropriatenessClassification (rus-Cyrl)": 59.11,
- "KinopoiskClassification (rus-Cyrl)": 50.47,
- "MassiveIntentClassification (cmo-Hans)": 5.21,
- "MassiveIntentClassification (kor-Kore)": 2.53,
- "MassiveIntentClassification (hin-Deva)": 2.56,
- "MassiveIntentClassification (kan-Knda)": 2.06,
- "MassiveIntentClassification (kat-Geor)": 2.64,
- "MassiveIntentClassification (amh-Ethi)": 2.28,
- "MassiveIntentClassification (mya-Mymr)": 3.96,
- "MassiveIntentClassification (ell-Grek)": 9.66,
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- "MassiveIntentClassification (mal-Mlym)": 2.39,
- "MassiveIntentClassification (mon-Cyrl)": 28.99,
- "MassiveIntentClassification (urd-Arab)": 2.45,
- "MassiveIntentClassification (fas-Arab)": 3.34,
- "MassiveIntentClassification (ron-Latn)": 31.72,
- "MassiveIntentClassification (isl-Latn)": 24.85,
- "MassiveIntentClassification (en)": 50.16,
- "MassiveIntentClassification (hun-Latn)": 25.52,
- "MassiveIntentClassification (fra-Latn)": 31.51,
- "MassiveIntentClassification (tha-Thai)": 3.74,
- "MassiveIntentClassification (deu-Latn)": 32.1,
- "MassiveIntentClassification (tur-Latn)": 27.56,
- "MassiveIntentClassification (por-Latn)": 34.35,
- "MassiveIntentClassification (sqi-Latn)": 32.38,
- "MassiveIntentClassification (cmo-Hant)": 6.81,
- "MassiveIntentClassification (hye-Armn)": 2.72,
- "MassiveIntentClassification (dan-Latn)": 33.95,
- "MassiveIntentClassification (afr-Latn)": 30.4,
- "MassiveIntentClassification (ara-Arab)": 3.8,
- "MassiveIntentClassification (jav-Latn)": 28.53,
- "MassiveIntentClassification (tel-Telu)": 2.21,
- "MassiveIntentClassification (tgl-Latn)": 32.02,
- "MassiveIntentClassification (swa-Latn)": 27.79,
- "MassiveIntentClassification (jpn-Jpan)": 5.61,
- "MassiveIntentClassification (msa-Latn)": 28.94,
- "MassiveIntentClassification (nob-Latn)": 32.3,
- "MassiveIntentClassification (fin-Latn)": 31.13,
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- "MassiveIntentClassification (cym-Latn)": 31.68,
- "MassiveIntentClassification (slv-Latn)": 31.39,
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- "MassiveIntentClassification (swe-Latn)": 30.23,
- "MassiveIntentClassification (rus-Cyrl)": 57.98,
- "MassiveIntentClassification (aze-Latn)": 23.58,
- "MassiveIntentClassification (ita-Latn)": 35.24,
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- "MassiveIntentClassification (tam-Taml)": 1.5,
- "MassiveIntentClassification (heb-Hebr)": 2.25,
- "MassiveIntentClassification (nld-Latn)": 32.44,
- "MassiveIntentClassification (khm-Khmr)": 5.14,
- "MassiveScenarioClassification (cmo-Hans)": 10.6,
- "MassiveScenarioClassification (kor-Kore)": 5.63,
- "MassiveScenarioClassification (hin-Deva)": 7.41,
- "MassiveScenarioClassification (kan-Knda)": 7.6,
- "MassiveScenarioClassification (kat-Geor)": 7.01,
- "MassiveScenarioClassification (amh-Ethi)": 7.68,
- "MassiveScenarioClassification (mya-Mymr)": 10.73,
- "MassiveScenarioClassification (ell-Grek)": 17.95,
- "MassiveScenarioClassification (lav-Latn)": 29.29,
- "MassiveScenarioClassification (mal-Mlym)": 6.92,
- "MassiveScenarioClassification (mon-Cyrl)": 33.7,
- "MassiveScenarioClassification (urd-Arab)": 8.53,
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- "MassiveScenarioClassification (ron-Latn)": 40.02,
- "MassiveScenarioClassification (isl-Latn)": 33.1,
- "MassiveScenarioClassification (en)": 61.29,
- "MassiveScenarioClassification (hun-Latn)": 36.41,
- "MassiveScenarioClassification (fra-Latn)": 42.9,
- "MassiveScenarioClassification (tha-Thai)": 8.26,
- "MassiveScenarioClassification (deu-Latn)": 42.07,
- "MassiveScenarioClassification (tur-Latn)": 34.85,
- "MassiveScenarioClassification (por-Latn)": 40.79,
- "MassiveScenarioClassification (sqi-Latn)": 42.66,
- "MassiveScenarioClassification (cmo-Hant)": 11.93,
- "MassiveScenarioClassification (hye-Armn)": 8.78,
- "MassiveScenarioClassification (dan-Latn)": 43.69,
- "MassiveScenarioClassification (afr-Latn)": 40.84,
- "MassiveScenarioClassification (ara-Arab)": 11.86,
- "MassiveScenarioClassification (jav-Latn)": 37.23,
- "MassiveScenarioClassification (tel-Telu)": 6.91,
- "MassiveScenarioClassification (tgl-Latn)": 38.16,
- "MassiveScenarioClassification (swa-Latn)": 35.66,
- "MassiveScenarioClassification (jpn-Jpan)": 10.6,
- "MassiveScenarioClassification (msa-Latn)": 38.97,
- "MassiveScenarioClassification (nob-Latn)": 39.05,
- "MassiveScenarioClassification (fin-Latn)": 35.19,
- "MassiveScenarioClassification (ind-Latn)": 39.54,
- "MassiveScenarioClassification (cym-Latn)": 39.85,
- "MassiveScenarioClassification (slv-Latn)": 35.98,
- "MassiveScenarioClassification (spa-Latn)": 37.13,
- "MassiveScenarioClassification (ben-Beng)": 8.85,
- "MassiveScenarioClassification (swe-Latn)": 36.12,
- "MassiveScenarioClassification (rus-Cyrl)": 62.9,
- "MassiveScenarioClassification (aze-Latn)": 30.32,
- "MassiveScenarioClassification (ita-Latn)": 42.69,
- "MassiveScenarioClassification (pol-Latn)": 31.62,
- "MassiveScenarioClassification (vie-Latn)": 31.89,
- "MassiveScenarioClassification (tam-Taml)": 7.01,
- "MassiveScenarioClassification (heb-Hebr)": 7.61,
- "MassiveScenarioClassification (nld-Latn)": 40.94,
- "MassiveScenarioClassification (khm-Khmr)": 8.51,
- "RuReviewsClassification (rus-Cyrl)": 60.66,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.93,
- "RuSciBenchOECDClassification (rus-Cyrl)": 40.79,
- "ToxicConversationsClassification": 57.77,
- "TweetSentimentExtractionClassification": 55.3
+ "Model": "voyage-multilingual-2",
+ "AmazonReviewsClassification (fr)": 43.36,
+ "MTOPDomainClassification (fr)": 90.33,
+ "MTOPIntentClassification (fr)": 60.52,
+ "MasakhaNEWSClassification (fra)": 74.81,
+ "MassiveIntentClassification (fr)": 68.06,
+ "MassiveScenarioClassification (fr)": 74.29
}
]
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"Clustering": {
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{
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- "ArxivClusteringP2P": 24.83,
- "ArxivClusteringS2S": 16.68,
- "BiorxivClusteringP2P": 20.0,
- "BiorxivClusteringS2S": 12.67,
- "GeoreviewClusteringP2P (rus-Cyrl)": 59.71,
- "MLSUMClusteringP2P (rus-Cyrl)": 40.02,
- "MLSUMClusteringS2S (rus-Cyrl)": 41.36,
- "MedrxivClusteringP2P": 20.79,
- "MedrxivClusteringS2S": 18.18,
- "RedditClustering": 26.28,
- "RedditClusteringP2P": 40.48,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.55,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.44,
- "StackExchangeClustering": 33.51,
- "StackExchangeClusteringP2P": 27.98,
- "TwentyNewsgroupsClustering": 19.9
+ "Model": "voyage-multilingual-2",
+ "AlloProfClusteringP2P": 65.37,
+ "AlloProfClusteringS2S": 47.03,
+ "HALClusteringS2S": 27.67,
+ "MLSUMClusteringP2P (fr)": 45.99,
+ "MLSUMClusteringS2S (fr)": 45.57,
+ "MasakhaNEWSClusteringP2P (fra)": 44.53,
+ "MasakhaNEWSClusteringS2S (fra)": 49.8
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "rubert-tiny-turbo",
- "OpusparcusPC (rus-Cyrl)": 87.58,
- "TERRa (rus-Cyrl)": 56.09
+ "Model": "voyage-multilingual-2",
+ "OpusparcusPC (fr)": 93.68,
+ "PawsXPairClassification (fr)": 63.64
}
]
},
"Reranking": {
"map": [
{
- "Model": "rubert-tiny-turbo",
- "RuBQReranking (rus-Cyrl)": 62.15
+ "Model": "voyage-multilingual-2",
+ "AlloprofReranking": 74.78,
+ "SyntecReranking": 90.4
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "rubert-tiny-turbo",
- "AILACasedocs": 7.43,
- "AILAStatutes": 13.62,
- "ARCChallenge": 3.85,
- "AlphaNLI": 14.15,
- "ArguAna": 32.03,
- "ClimateFEVER": 5.56,
- "DBPedia": 9.61,
- "RiaNewsRetrieval (rus-Cyrl)": 51.27,
- "RuBQRetrieval (rus-Cyrl)": 51.73
+ "Model": "voyage-multilingual-2",
+ "AlloprofRetrieval": 58.27,
+ "BSARDRetrieval": 5.14,
+ "LEMBNarrativeQARetrieval": 64.69,
+ "LEMBNeedleRetrieval": 75.25,
+ "LEMBPasskeyRetrieval": 97.0,
+ "LEMBQMSumRetrieval": 51.49,
+ "LEMBSummScreenFDRetrieval": 99.11,
+ "LEMBWikimQARetrieval": 87.49,
+ "MintakaRetrieval (fr)": 49.19,
+ "SyntecRetrieval": 87.28,
+ "XPQARetrieval (fr)": 72.92
}
]
},
"STS": {
"spearman": [
{
- "Model": "rubert-tiny-turbo",
- "RUParaPhraserSTS (rus-Cyrl)": 72.15,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 78.48,
- "STS22 (cmn-Hans)": 32.83,
- "STS22 (deu-Latn_fra-Latn)": 17.5,
- "STS22 (pol-Latn_eng-Latn)": 42.08,
- "STS22 (rus-Cyrl)": 60.06,
- "STS22 (fra-Latn)": 42.0,
- "STS22 (deu-Latn)": 8.16,
- "STS22 (tur-Latn)": 15.46,
- "STS22 (deu-Latn_eng-Latn)": 21.55,
- "STS22 (ita-Latn)": 39.69,
- "STS22 (pol-Latn)": 9.71,
- "STS22 (fra-Latn_pol-Latn)": 39.44,
- "STS22 (deu-Latn_pol-Latn)": 25.53,
- "STS22 (ara-Arab)": 27.95,
- "STS22 (spa-Latn_eng-Latn)": 42.77,
- "STS22 (spa-Latn_ita-Latn)": 32.83,
- "STS22 (spa-Latn)": 45.31,
- "STS22 (cmn-Hans_eng-Latn)": 31.25,
- "STS22 (en)": 47.06,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.12
+ "Model": "voyage-multilingual-2",
+ "SICKFr": 74.9,
+ "STS22 (fr)": 82.76,
+ "STSBenchmarkMultilingualSTS (fr)": 82.72
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "rubert-tiny-turbo"
+ "Model": "voyage-multilingual-2",
+ "SummEvalFr": 29.96
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "rubert-tiny-turbo"
+ "Model": "voyage-multilingual-2"
}
]
}
},
- "LLM2Vec-Sheared-Llama-unsupervised": {
+ "universal-sentence-encoder-multilingual-3": {
"BitextMining": {
"f1": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised"
+ "Model": "universal-sentence-encoder-multilingual-3"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised",
- "AmazonCounterfactualClassification (en)": 72.93,
- "AmazonPolarityClassification": 74.28,
- "AmazonReviewsClassification (en)": 36.14,
- "Banking77Classification": 79.0,
- "EmotionClassification": 42.85,
- "ImdbClassification": 71.92,
- "MTOPDomainClassification (en)": 91.24,
- "MTOPIntentClassification (en)": 74.08,
- "MassiveIntentClassification (en)": 69.99,
- "MassiveScenarioClassification (en)": 75.15,
- "ToxicConversationsClassification": 68.4,
- "TweetSentimentExtractionClassification": 56.08
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AmazonReviewsClassification (fr)": 33.51,
+ "MTOPDomainClassification (fr)": 85.5,
+ "MTOPIntentClassification (fr)": 53.98,
+ "MasakhaNEWSClassification (fra)": 82.06,
+ "MassiveIntentClassification (fr)": 61.19,
+ "MassiveScenarioClassification (fr)": 70.22
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised",
- "ArxivClusteringP2P": 42.92,
- "ArxivClusteringS2S": 35.2,
- "BiorxivClusteringP2P": 35.02,
- "BiorxivClusteringS2S": 27.21,
- "MedrxivClusteringP2P": 30.15,
- "MedrxivClusteringS2S": 26.96,
- "RedditClustering": 38.67,
- "RedditClusteringP2P": 53.42,
- "StackExchangeClustering": 59.35,
- "StackExchangeClusteringP2P": 31.47,
- "TwentyNewsgroupsClustering": 31.54
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloProfClusteringP2P": 56.9,
+ "AlloProfClusteringS2S": 37.84,
+ "HALClusteringS2S": 18.95,
+ "MLSUMClusteringP2P": 43.9,
+ "MLSUMClusteringS2S": 35.5,
+ "MasakhaNEWSClusteringP2P (fra)": 60.57,
+ "MasakhaNEWSClusteringS2S (fra)": 40.31
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised",
- "SprintDuplicateQuestions": 77.36,
- "TwitterSemEval2015": 61.54,
- "TwitterURLCorpus": 77.73
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "OpusparcusPC (fr)": 91.46,
+ "PawsXPairClassification (fr)": 52.39
}
]
},
"Reranking": {
"map": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised",
- "AskUbuntuDupQuestions": 52.7,
- "MindSmallReranking": 29.52,
- "SciDocsRR": 67.76,
- "StackOverflowDupQuestions": 40.82
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloprofReranking": 56.23,
+ "SyntecReranking": 73.85
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised",
- "ArguAna": 43.64,
- "CQADupstackRetrieval": 18.5,
- "ClimateFEVER": 18.95,
- "DBPedia": 13.21,
- "FEVER": 16.96,
- "FiQA2018": 16.99,
- "HotpotQA": 22.64,
- "MSMARCO": 7.03,
- "NFCorpus": 15.73,
- "NQ": 17.96,
- "QuoraRetrieval": 78.23,
- "SCIDOCS": 5.53,
- "SciFact": 38.31,
- "TRECCOVID": 56.04,
- "Touche2020": 19.17
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloprofRetrieval": 35.27,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 26.12,
+ "SyntecRetrieval": 69.82,
+ "XPQARetrieval (fr)": 59.59
}
]
},
"STS": {
"spearman": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised",
- "BIOSSES": 75.12,
- "SICK-R": 69.34,
- "STS12": 60.09,
- "STS13": 72.52,
- "STS14": 66.7,
- "STS15": 77.69,
- "STS16": 75.94,
- "STS17 (en-en)": 81.67,
- "STS22 (en)": 63.7,
- "STSBenchmark": 73.36
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "SICKFr": 71.37,
+ "STS22 (fr)": 77.91,
+ "STSBenchmarkMultilingualSTS (fr)": 75.48
}
]
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"Summarization": {
"spearman": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised",
- "SummEval": 31.23
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+ "SummEvalFr": 28.21
}
]
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"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "LLM2Vec-Sheared-Llama-unsupervised"
+ "Model": "universal-sentence-encoder-multilingual-3"
}
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}
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+ "GeoreviewClassification (rus-Cyrl)": 38.05,
+ "HeadlineClassification (rus-Cyrl)": 67.64,
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]
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- "RedditClusteringP2P": 62.34,
- "StackExchangeClustering": 67.13,
- "StackExchangeClusteringP2P": 34.79,
- "TwentyNewsgroupsClustering": 49.53
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+ "GeoreviewClusteringP2P (rus-Cyrl)": 41.82,
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+ "MLSUMClusteringS2S (rus-Cyrl)": 45.94,
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}
]
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- "PawsXPairClassification (fr)": 62.52,
- "SprintDuplicateQuestions": 91.44,
- "TwitterSemEval2015": 80.89,
- "TwitterURLCorpus": 85.86
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}
]
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"Reranking": {
"map": [
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- "Model": "sentence-t5-xl",
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- "MindSmallReranking": 29.77,
- "SciDocsRR": 75.16,
- "StackOverflowDupQuestions": 51.05,
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}
]
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- "FiQA2018": 44.71,
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- "MSMARCO": 25.17,
- "MintakaRetrieval (fr)": 31.54,
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- "SCIDOCS": 15.97,
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- "SyntecRetrieval": 74.24,
- "TRECCOVID": 54.77,
- "Touche2020": 22.51,
- "XPQARetrieval (fr)": 52.14
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+ "RiaNewsRetrieval (rus-Cyrl)": 6.72,
+ "RuBQRetrieval (rus-Cyrl)": 12.63
}
]
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- "STS17 (en-ar)": -3.93,
- "STS17 (en-de)": 79.04,
- "STS17 (en-en)": 88.91,
- "STS17 (en-tr)": 13.61,
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- "STS17 (fr-en)": 71.38,
- "STS17 (it-en)": 69.5,
- "STS17 (ko-ko)": 9.61,
- "STS17 (nl-en)": 66.12,
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- "STS22 (de-fr)": 62.21,
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- "STS22 (fr)": 77.49,
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- "STS22 (pl)": 27.04,
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- "STS22 (ru)": 26.63,
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- "STS22 (zh)": 33.55,
- "STS22 (zh-en)": 29.0,
- "STSBenchmark": 83.93,
- "STSBenchmarkMultilingualSTS (fr)": 79.42
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}
]
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- "SummEval": 29.91,
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}
]
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}
]
}
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- "LeCaRDv2 (zho-Hans)": 59.0,
- "LegalBenchConsumerContractsQA": 69.02,
- "LegalBenchCorporateLobbying": 88.97,
- "LegalQuAD (deu-Latn)": 47.85,
- "LegalSummarization": 61.69,
- "MMarcoRetrieval (cmn-Hans)": 76.01,
- "MMarcoRetrieval": 76.04,
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- "MedicalRetrieval (cmn-Hans)": 48.33,
- "MedicalRetrieval": 48.35,
- "MintakaRetrieval (ara-Arab)": 23.06,
- "MintakaRetrieval (deu-Latn)": 29.8,
- "MintakaRetrieval (spa-Latn)": 29.88,
- "MintakaRetrieval (fra-Latn)": 30.96,
- "MintakaRetrieval (hin-Deva)": 22.68,
- "MintakaRetrieval (ita-Latn)": 29.77,
- "MintakaRetrieval (jpn-Hira)": 22.98,
- "MintakaRetrieval (por-Latn)": 30.62,
- "MintakaRetrieval (fr)": 23.46,
- "NFCorpus": 32.49,
- "NFCorpus-PL (pol-Latn)": 25.99,
- "NFCorpus-PL": 25.98,
- "NQ-PL": 44.8,
- "PIQA": 25.09,
- "Quail": 3.52,
- "Quora-PL": 81.22,
- "RARbCode": 52.16,
- "RARbMath": 65.35,
- "RiaNewsRetrieval (rus-Cyrl)": 70.24,
- "RuBQRetrieval (rus-Cyrl)": 69.58,
- "SCIDOCS": 17.17,
- "SCIDOCS-PL (pol-Latn)": 12.36,
- "SCIDOCS-PL": 12.35,
- "SIQA": 3.72,
- "SciFact": 69.39,
- "SciFact-PL (pol-Latn)": 62.26,
- "SciFact-PL": 62.11,
- "SpartQA": 7.91,
- "SyntecRetrieval (fra-Latn)": 82.86,
- "SyntecRetrieval": 80.49,
- "T2Retrieval (cmn-Hans)": 70.77,
- "T2Retrieval": 70.86,
- "TRECCOVID": 69.5,
- "TRECCOVID-PL (pol-Latn)": 65.94,
- "TRECCOVID-PL": 66.06,
- "TempReasonL1": 0.72,
- "TempReasonL2Fact": 38.76,
- "TempReasonL2Pure": 1.63,
- "TempReasonL3Fact": 35.85,
- "TempReasonL3Pure": 7.11,
- "Touche2020": 21.5,
- "VideoRetrieval (cmn-Hans)": 61.26,
- "VideoRetrieval": 61.3,
- "WinoGrande": 56.18,
- "XPQARetrieval (ara-Arab_ara-Arab)": 39.97,
- "XPQARetrieval (eng-Latn_ara-Arab)": 17.23,
- "XPQARetrieval (ara-Arab_eng-Latn)": 34.35,
- "XPQARetrieval (deu-Latn_deu-Latn)": 72.11,
- "XPQARetrieval (eng-Latn_deu-Latn)": 28.91,
- "XPQARetrieval (deu-Latn_eng-Latn)": 61.46,
- "XPQARetrieval (spa-Latn_spa-Latn)": 58.35,
- "XPQARetrieval (eng-Latn_spa-Latn)": 25.27,
- "XPQARetrieval (spa-Latn_eng-Latn)": 51.07,
- "XPQARetrieval (fra-Latn_fra-Latn)": 59.56,
- "XPQARetrieval (eng-Latn_fra-Latn)": 23.69,
- "XPQARetrieval (fra-Latn_eng-Latn)": 53.9,
- "XPQARetrieval (hin-Deva_hin-Deva)": 70.56,
- "XPQARetrieval (eng-Latn_hin-Deva)": 27.57,
- "XPQARetrieval (hin-Deva_eng-Latn)": 63.68,
- "XPQARetrieval (ita-Latn_ita-Latn)": 70.38,
- "XPQARetrieval (eng-Latn_ita-Latn)": 26.06,
- "XPQARetrieval (ita-Latn_eng-Latn)": 56.2,
- "XPQARetrieval (jpn-Hira_jpn-Hira)": 71.97,
- "XPQARetrieval (eng-Latn_jpn-Hira)": 17.63,
- "XPQARetrieval (jpn-Hira_eng-Latn)": 61.03,
- "XPQARetrieval (kor-Hang_kor-Hang)": 36.12,
- "XPQARetrieval (eng-Latn_kor-Hang)": 20.27,
- "XPQARetrieval (kor-Hang_eng-Latn)": 29.26,
- "XPQARetrieval (pol-Latn_pol-Latn)": 48.1,
- "XPQARetrieval (eng-Latn_pol-Latn)": 19.48,
- "XPQARetrieval (pol-Latn_eng-Latn)": 40.18,
- "XPQARetrieval (por-Latn_por-Latn)": 44.76,
- "XPQARetrieval (eng-Latn_por-Latn)": 17.66,
- "XPQARetrieval (por-Latn_eng-Latn)": 40.52,
- "XPQARetrieval (tam-Taml_tam-Taml)": 35.25,
- "XPQARetrieval (eng-Latn_tam-Taml)": 12.64,
- "XPQARetrieval (tam-Taml_eng-Latn)": 26.73,
- "XPQARetrieval (cmn-Hans_cmn-Hans)": 67.06,
- "XPQARetrieval (eng-Latn_cmn-Hans)": 12.72,
- "XPQARetrieval (cmn-Hans_eng-Latn)": 53.53,
- "XPQARetrieval (fr)": 65.81
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}
]
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"STS": {
"spearman": [
{
- "Model": "multilingual-e5-base",
- "AFQMC (cmn-Hans)": 29.66,
- "AFQMC": 29.67,
- "ATEC (cmn-Hans)": 37.01,
- "ATEC": 37.01,
- "BIOSSES": 85.05,
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- "BQ": 45.45,
- "CDSC-R (pol-Latn)": 90.09,
- "CDSC-R": 90.08,
- "LCQMC (cmn-Hans)": 74.15,
- "LCQMC": 74.15,
- "PAWSX (cmn-Hans)": 12.13,
- "PAWSX": 12.14,
- "QBQTC": 28.81,
- "RUParaPhraserSTS (rus-Cyrl)": 70.17,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 79.64,
- "SICK-R": 78.51,
- "SICK-R-PL (pol-Latn)": 71.23,
- "SICK-R-PL": 71.23,
- "SICKFr (fra-Latn)": 75.76,
- "SICKFr": 76.23,
- "STS12": 76.7,
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- "STS14": 76.6,
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- "STS16": 84.28,
- "STS17 (fra-Latn_eng-Latn)": 80.18,
- "STS17 (ita-Latn_eng-Latn)": 80.16,
- "STS17 (eng-Latn_ara-Arab)": 71.27,
- "STS17 (kor-Hang)": 79.95,
- "STS17 (eng-Latn_tur-Latn)": 63.3,
- "STS17 (spa-Latn_eng-Latn)": 76.56,
- "STS17 (spa-Latn)": 86.74,
- "STS17 (en-en)": 87.84,
- "STS17 (ara-Arab)": 74.48,
- "STS17 (nld-Latn_eng-Latn)": 79.29,
- "STS17 (eng-Latn_deu-Latn)": 82.08,
- "STS22 (fra-Latn)": 75.04,
- "STS22 (ara-Arab)": 57.82,
- "STS22 (en)": 62.26,
- "STS22 (spa-Latn)": 66.67,
- "STS22 (fra-Latn_pol-Latn)": 73.25,
- "STS22 (ita-Latn)": 77.76,
- "STS22 (pol-Latn_eng-Latn)": 70.37,
- "STS22 (tur-Latn)": 63.71,
- "STS22 (rus-Cyrl)": 60.67,
- "STS22 (deu-Latn)": 55.95,
- "STS22 (deu-Latn_fra-Latn)": 59.68,
- "STS22 (spa-Latn_eng-Latn)": 74.0,
- "STS22 (cmn-Hans_eng-Latn)": 69.8,
- "STS22 (pol-Latn)": 34.08,
- "STS22 (spa-Latn_ita-Latn)": 66.43,
- "STS22 (cmn-Hans)": 65.63,
- "STS22 (deu-Latn_pol-Latn)": 39.35,
- "STS22 (deu-Latn_eng-Latn)": 54.89,
- "STS22 (zh)": 65.64,
- "STS22 (pl)": 34.07,
- "STSB (cmn-Hans)": 79.04,
- "STSB": 79.05,
- "STSBenchmark": 85.64,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75,
- "STSBenchmarkMultilingualSTS (en)": 85.64,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96,
- "STSBenchmarkMultilingualSTS (por-Latn)": 67.16,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09,
- "STSBenchmarkMultilingualSTS (fr)": 80.62
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}
]
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"Summarization": {
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- "Model": "multilingual-e5-base",
- "SummEval": 30.23,
- "SummEvalFr (fra-Latn)": 32.96,
- "SummEvalFr": 30.76
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}
]
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"InstructionRetrieval": {
"p-MRR": [
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- "Model": "multilingual-e5-base"
+ "Model": "gelectra-base"
}
]
}
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"BitextMining": {
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]
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"Classification": {
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- "LccSentimentClassification": 54.07,
- "MassiveIntentClassification (da)": 53.16,
- "MassiveIntentClassification (nb)": 54.2,
- "MassiveIntentClassification (sv)": 52.08,
- "MassiveScenarioClassification (da)": 57.17,
- "MassiveScenarioClassification (nb)": 60.69,
- "MassiveScenarioClassification (sv)": 53.53,
- "NoRecClassification": 53.4,
- "NordicLangClassification": 82.67,
- "NorwegianParliament": 59.33,
- "ScalaDaClassification": 58.25,
- "ScalaNbClassification": 60.19
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+ "AngryTweetsClassification": 45.06,
+ "DKHateClassification": 58.51,
+ "DanishPoliticalCommentsClassification": 28.43,
+ "LccSentimentClassification": 37.47,
+ "MassiveIntentClassification (da)": 44.25,
+ "MassiveIntentClassification (nb)": 41.57,
+ "MassiveIntentClassification (sv)": 41.34,
+ "MassiveScenarioClassification (da)": 52.99,
+ "MassiveScenarioClassification (nb)": 50.33,
+ "MassiveScenarioClassification (sv)": 50.0,
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+ "NorwegianParliament": 57.42,
+ "ScalaDaClassification": 50.08,
+ "ScalaNbClassification": 50.18
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}
]
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+ "Model": "e5-base"
}
]
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"Reranking": {
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{
- "Model": "norbert3-base"
+ "Model": "e5-base"
}
]
},
"Retrieval": {
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{
- "Model": "norbert3-base"
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+ "LEMBNeedleRetrieval": 28.5,
+ "LEMBPasskeyRetrieval": 33.25,
+ "LEMBQMSumRetrieval": 23.83,
+ "LEMBSummScreenFDRetrieval": 74.67,
+ "LEMBWikimQARetrieval": 55.85
}
]
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"STS": {
"spearman": [
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- "Model": "norbert3-base"
+ "Model": "e5-base"
}
]
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"Summarization": {
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- "Model": "norbert3-base"
+ "Model": "e5-base"
}
]
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{
- "Model": "norbert3-base"
+ "Model": "e5-base"
}
]
}
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{
- "Model": "voyage-code-2"
+ "Model": "text-similarity-ada-001"
}
]
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"Classification": {
"accuracy": [
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- "MTOPIntentClassification (fr)": 59.44,
- "MasakhaNEWSClassification (fra)": 82.13,
- "MassiveIntentClassification (fr)": 63.08,
- "MassiveScenarioClassification (fr)": 70.15
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+ "AmazonCounterfactualClassification (en)": 76.4,
+ "AmazonPolarityClassification": 92.83,
+ "AmazonReviewsClassification (en)": 47.45,
+ "Banking77Classification": 68.04,
+ "EmotionClassification": 50.33,
+ "ImdbClassification": 89.38,
+ "MTOPDomainClassification (en)": 89.89,
+ "MTOPIntentClassification (en)": 64.8,
+ "MassiveIntentClassification (en)": 65.17,
+ "MassiveScenarioClassification (en)": 67.67,
+ "ToxicConversationsClassification": 70.0,
+ "TweetSentimentExtractionClassification": 63.35
}
]
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"Clustering": {
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- "AlloProfClusteringS2S": 50.67,
- "HALClusteringS2S": 27.44,
- "MLSUMClusteringP2P": 45.23,
- "MLSUMClusteringS2S": 41.48,
- "MasakhaNEWSClusteringP2P (fra)": 56.59,
- "MasakhaNEWSClusteringS2S (fra)": 35.18
+ "Model": "text-similarity-ada-001",
+ "ArxivClusteringP2P": 41.49,
+ "ArxivClusteringS2S": 28.47,
+ "BiorxivClusteringP2P": 36.86,
+ "BiorxivClusteringS2S": 27.55,
+ "MedrxivClusteringP2P": 31.09,
+ "MedrxivClusteringS2S": 26.5,
+ "RedditClustering": 42.47,
+ "RedditClusteringP2P": 58.1,
+ "StackExchangeClustering": 53.52,
+ "StackExchangeClusteringP2P": 30.43,
+ "TwentyNewsgroupsClustering": 36.26
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "voyage-code-2",
- "OpusparcusPC (fr)": 92.87,
- "PawsXPairClassification (fr)": 60.83
+ "Model": "text-similarity-ada-001",
+ "SprintDuplicateQuestions": 77.85,
+ "TwitterSemEval2015": 69.04,
+ "TwitterURLCorpus": 83.69
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-code-2",
- "AlloprofReranking": 70.79,
- "SyntecReranking": 86.77
+ "Model": "text-similarity-ada-001",
+ "AskUbuntuDupQuestions": 53.49,
+ "MindSmallReranking": 30.71,
+ "SciDocsRR": 71.04,
+ "StackOverflowDupQuestions": 40.85
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "voyage-code-2",
- "AlloprofRetrieval": 52.61,
- "BSARDRetrieval": 0.29,
- "MintakaRetrieval (fr)": 19.05,
- "SyntecRetrieval": 82.77,
- "XPQARetrieval (fr)": 71.95
+ "Model": "text-similarity-ada-001",
+ "ArguAna": 39.65,
+ "CQADupstackRetrieval": 10.17,
+ "ClimateFEVER": 2.83,
+ "DBPedia": 3.48,
+ "FEVER": 4.45,
+ "FiQA2018": 7.54,
+ "HotpotQA": 12.6,
+ "MSMARCO": 10.53,
+ "NFCorpus": 20.59,
+ "NQ": 2.02,
+ "QuoraRetrieval": 82.18,
+ "SCIDOCS": 6.28,
+ "SciFact": 45.46,
+ "TRECCOVID": 24.56,
+ "Touche2020": 3.1
}
]
},
"STS": {
"spearman": [
{
- "Model": "voyage-code-2",
- "SICKFr": 73.56,
- "STS22 (fr)": 79.99,
- "STSBenchmarkMultilingualSTS (fr)": 79.02
+ "Model": "text-similarity-ada-001",
+ "BIOSSES": 78.04,
+ "SICK-R": 77.48,
+ "STS12": 72.3,
+ "STS13": 81.49,
+ "STS14": 74.74,
+ "STS15": 84.28,
+ "STS16": 82.06,
+ "STS17 (en-en)": 87.08,
+ "STS22 (en)": 64.71,
+ "STSBenchmark": 83.78
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "voyage-code-2",
- "SummEvalFr": 28.34
+ "Model": "text-similarity-ada-001",
+ "SummEval": 26.94
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "voyage-code-2"
+ "Model": "text-similarity-ada-001"
}
]
}
},
- "mistral-7b-instruct-v0.2": {
+ "text-search-ada-doc-001": {
"BitextMining": {
"f1": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-search-ada-doc-001"
}
]
},
"Classification": {
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- "Model": "mistral-7b-instruct-v0.2"
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}
]
},
"Clustering": {
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- "Model": "mistral-7b-instruct-v0.2"
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}
]
},
"PairClassification": {
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- "Model": "mistral-7b-instruct-v0.2"
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}
]
},
"Reranking": {
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- "Model": "mistral-7b-instruct-v0.2"
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}
]
},
"Retrieval": {
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- "Model": "mistral-7b-instruct-v0.2"
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}
]
},
"STS": {
"spearman": [
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- "Model": "mistral-7b-instruct-v0.2"
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}
]
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"Summarization": {
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- "Model": "mistral-7b-instruct-v0.2"
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}
]
},
"InstructionRetrieval": {
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- "Model": "mistral-7b-instruct-v0.2",
- "Core17InstructionRetrieval": 13.03,
- "News21InstructionRetrieval": 4.81,
- "Robust04InstructionRetrieval": 12.61
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}
]
}
},
- "sentence-t5-large": {
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"BitextMining": {
"f1": [
{
- "Model": "sentence-t5-large",
- "BUCC (de-en)": 87.0,
- "BUCC (fr-en)": 88.91,
- "BUCC (ru-en)": 0.44,
- "BUCC (zh-en)": 0.95,
- "Tatoeba (afr-eng)": 23.7,
- "Tatoeba (amh-eng)": 0.65,
- "Tatoeba (ang-eng)": 30.98,
- "Tatoeba (ara-eng)": 0.48,
- "Tatoeba (arq-eng)": 0.68,
- "Tatoeba (arz-eng)": 0.22,
- "Tatoeba (ast-eng)": 55.3,
- "Tatoeba (awa-eng)": 1.03,
- "Tatoeba (aze-eng)": 5.83,
- "Tatoeba (bel-eng)": 1.66,
- "Tatoeba (ben-eng)": 0.0,
- "Tatoeba (ber-eng)": 5.62,
- "Tatoeba (bos-eng)": 12.23,
- "Tatoeba (bre-eng)": 5.84,
- "Tatoeba (bul-eng)": 1.35,
- "Tatoeba (cat-eng)": 48.56,
- "Tatoeba (cbk-eng)": 46.97,
- "Tatoeba (ceb-eng)": 9.79,
- "Tatoeba (ces-eng)": 6.0,
- "Tatoeba (cha-eng)": 24.21,
- "Tatoeba (cmn-eng)": 2.26,
- "Tatoeba (cor-eng)": 4.03,
- "Tatoeba (csb-eng)": 9.53,
- "Tatoeba (cym-eng)": 9.17,
- "Tatoeba (dan-eng)": 34.63,
- "Tatoeba (deu-eng)": 89.31,
- "Tatoeba (dsb-eng)": 9.68,
- "Tatoeba (dtp-eng)": 4.66,
- "Tatoeba (ell-eng)": 0.77,
- "Tatoeba (epo-eng)": 26.88,
- "Tatoeba (est-eng)": 5.19,
- "Tatoeba (eus-eng)": 9.46,
- "Tatoeba (fao-eng)": 21.59,
- "Tatoeba (fin-eng)": 5.66,
- "Tatoeba (fra-eng)": 79.71,
- "Tatoeba (fry-eng)": 28.29,
- "Tatoeba (gla-eng)": 2.34,
- "Tatoeba (gle-eng)": 3.55,
- "Tatoeba (glg-eng)": 56.25,
- "Tatoeba (gsw-eng)": 24.25,
- "Tatoeba (heb-eng)": 0.57,
- "Tatoeba (hin-eng)": 0.12,
- "Tatoeba (hrv-eng)": 10.29,
- "Tatoeba (hsb-eng)": 9.52,
- "Tatoeba (hun-eng)": 6.22,
- "Tatoeba (hye-eng)": 0.81,
- "Tatoeba (ido-eng)": 41.11,
- "Tatoeba (ile-eng)": 54.0,
- "Tatoeba (ina-eng)": 75.47,
- "Tatoeba (ind-eng)": 13.02,
- "Tatoeba (isl-eng)": 8.98,
- "Tatoeba (ita-eng)": 67.23,
- "Tatoeba (jav-eng)": 8.54,
- "Tatoeba (jpn-eng)": 0.99,
- "Tatoeba (kab-eng)": 1.85,
- "Tatoeba (kat-eng)": 1.37,
- "Tatoeba (kaz-eng)": 0.67,
- "Tatoeba (khm-eng)": 0.56,
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- "Tatoeba (yid-eng)": 0.57,
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}
]
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- "AmazonReviewsClassification (fr)": 41.48,
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- "Banking77Classification": 78.46,
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- "MTOPDomainClassification (fr)": 79.6,
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- "MassiveIntentClassification (vi)": 22.81,
- "MassiveIntentClassification (zh-CN)": 1.09,
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- "MassiveScenarioClassification (en)": 73.16,
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- "MassiveScenarioClassification (fa)": 6.5,
- "MassiveScenarioClassification (fi)": 41.72,
- "MassiveScenarioClassification (fr)": 63.6,
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- "MassiveScenarioClassification (zh-CN)": 4.7,
- "MassiveScenarioClassification (zh-TW)": 7.24,
- "ToxicConversationsClassification": 71.73,
- "TweetSentimentExtractionClassification": 62.33
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "AmazonCounterfactualClassification (en)": 76.94,
+ "AmazonPolarityClassification": 85.29,
+ "AmazonReviewsClassification (en)": 47.09,
+ "Banking77Classification": 86.16,
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+ "ImdbClassification": 77.95,
+ "MTOPDomainClassification (en)": 95.48,
+ "MTOPIntentClassification (en)": 82.84,
+ "MassiveIntentClassification (en)": 76.65,
+ "MassiveScenarioClassification (en)": 79.99,
+ "ToxicConversationsClassification": 70.71,
+ "TweetSentimentExtractionClassification": 60.9
}
]
},
"Clustering": {
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- "AlloProfClusteringS2S": 39.78,
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- "ArxivClusteringS2S": 29.44,
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- "BiorxivClusteringS2S": 24.02,
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- "HALClusteringS2S": 18.73,
- "MLSUMClusteringP2P": 42.07,
- "MLSUMClusteringS2S": 31.87,
- "MasakhaNEWSClusteringP2P (fra)": 58.6,
- "MasakhaNEWSClusteringS2S (fra)": 31.33,
- "MedrxivClusteringP2P": 32.4,
- "MedrxivClusteringS2S": 26.33,
- "RedditClustering": 54.53,
- "RedditClusteringP2P": 62.5,
- "StackExchangeClustering": 65.11,
- "StackExchangeClusteringP2P": 36.86,
- "TenKGnadClusteringP2P": 44.11,
- "TenKGnadClusteringS2S": 17.26,
- "TwentyNewsgroupsClustering": 49.33
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "ArxivClusteringP2P": 47.56,
+ "ArxivClusteringS2S": 39.92,
+ "BiorxivClusteringP2P": 36.14,
+ "BiorxivClusteringS2S": 30.26,
+ "MedrxivClusteringP2P": 30.11,
+ "MedrxivClusteringS2S": 26.93,
+ "RedditClustering": 41.83,
+ "RedditClusteringP2P": 62.08,
+ "StackExchangeClustering": 67.34,
+ "StackExchangeClusteringP2P": 34.5,
+ "TwentyNewsgroupsClustering": 30.26
}
]
},
"PairClassification": {
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{
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- "OpusparcusPC (fr)": 91.19,
- "PawsXPairClassification (fr)": 59.59,
- "SprintDuplicateQuestions": 89.01,
- "TwitterSemEval2015": 79.75,
- "TwitterURLCorpus": 86.14
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "SprintDuplicateQuestions": 91.3,
+ "TwitterSemEval2015": 68.76,
+ "TwitterURLCorpus": 82.76
}
]
},
"Reranking": {
"map": [
{
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- "MindSmallReranking": 30.27,
- "SciDocsRR": 74.88,
- "StackOverflowDupQuestions": 49.34,
- "SyntecReranking": 79.77
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "AskUbuntuDupQuestions": 58.6,
+ "MindSmallReranking": 29.73,
+ "SciDocsRR": 77.81,
+ "StackOverflowDupQuestions": 49.8
}
]
},
"Retrieval": {
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- "MintakaRetrieval (fr)": 23.92,
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- "NQ": 42.02,
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- "SciFact": 49.91,
- "SyntecRetrieval": 71.05,
- "TRECCOVID": 46.11,
- "Touche2020": 21.63,
- "XPQARetrieval (fr)": 48.79
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "ArguAna": 51.0,
+ "CQADupstackRetrieval": 33.37,
+ "ClimateFEVER": 22.97,
+ "DBPedia": 25.48,
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+ "QuoraRetrieval": 84.4,
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+ "TRECCOVID": 55.67,
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}
]
},
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- "STS13": 87.33,
- "STS14": 83.17,
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- "STS17 (ar-ar)": 10.75,
- "STS17 (en-ar)": -4.71,
- "STS17 (en-de)": 73.62,
- "STS17 (en-en)": 88.99,
- "STS17 (en-tr)": -0.42,
- "STS17 (es-en)": 62.62,
- "STS17 (es-es)": 82.74,
- "STS17 (fr-en)": 67.86,
- "STS17 (it-en)": 51.86,
- "STS17 (ko-ko)": 9.44,
- "STS17 (nl-en)": 45.95,
- "STS22 (ar)": 27.01,
- "STS22 (de)": 43.73,
- "STS22 (de-en)": 49.93,
- "STS22 (de-fr)": 61.58,
- "STS22 (de-pl)": 38.83,
- "STS22 (en)": 62.39,
- "STS22 (es)": 57.68,
- "STS22 (es-en)": 68.09,
- "STS22 (es-it)": 61.58,
- "STS22 (fr)": 75.01,
- "STS22 (fr-pl)": 5.63,
- "STS22 (it)": 62.01,
- "STS22 (pl)": 25.0,
- "STS22 (pl-en)": 51.72,
- "STS22 (ru)": 14.21,
- "STS22 (tr)": 47.3,
- "STS22 (zh)": 30.47,
- "STS22 (zh-en)": 23.1,
- "STSBenchmark": 85.36,
- "STSBenchmarkMultilingualSTS (fr)": 77.59
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "BIOSSES": 83.29,
+ "SICK-R": 75.55,
+ "STS12": 67.65,
+ "STS13": 83.9,
+ "STS14": 76.97,
+ "STS15": 83.8,
+ "STS16": 81.91,
+ "STS17 (en-en)": 85.58,
+ "STS22 (en)": 65.93,
+ "STSBenchmark": 80.42
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "sentence-t5-large",
- "SummEval": 29.64,
- "SummEvalFr": 30.23
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "SummEval": 30.19
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "sentence-t5-large"
+ "Model": "LLM2Vec-Mistral-unsupervised"
}
]
}
@@ -3929,1253 +2417,1259 @@
]
}
},
- "bge-base-en-v1.5": {
+ "sentence-t5-xxl": {
"BitextMining": {
"f1": [
{
- "Model": "bge-base-en-v1.5"
+ "Model": "sentence-t5-xxl"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bge-base-en-v1.5"
+ "Model": "sentence-t5-xxl",
+ "AmazonCounterfactualClassification (en)": 77.07,
+ "AmazonPolarityClassification": 92.79,
+ "AmazonReviewsClassification (en)": 48.93,
+ "AmazonReviewsClassification (fr)": 46.09,
+ "Banking77Classification": 82.31,
+ "EmotionClassification": 48.57,
+ "ImdbClassification": 90.23,
+ "MTOPDomainClassification (en)": 92.49,
+ "MTOPDomainClassification (fr)": 86.2,
+ "MTOPIntentClassification (en)": 68.33,
+ "MTOPIntentClassification (fr)": 58.33,
+ "MasakhaNEWSClassification (fra)": 79.1,
+ "MassiveIntentClassification (en)": 73.44,
+ "MassiveIntentClassification (fr)": 65.91,
+ "MassiveScenarioClassification (en)": 74.82,
+ "MassiveScenarioClassification (fr)": 68.53,
+ "ToxicConversationsClassification": 70.04,
+ "TweetSentimentExtractionClassification": 62.01
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-base-en-v1.5",
- "BiorxivClusteringP2P": 39.44,
- "BiorxivClusteringS2S": 36.62,
- "MedrxivClusteringP2P": 33.21,
- "MedrxivClusteringS2S": 31.68,
- "RedditClustering": 56.61,
- "RedditClusteringP2P": 62.66,
- "StackExchangeClustering": 66.11,
- "StackExchangeClusteringP2P": 35.24,
- "TwentyNewsgroupsClustering": 50.75
+ "Model": "sentence-t5-xxl",
+ "AlloProfClusteringP2P": 60.98,
+ "AlloProfClusteringS2S": 43.5,
+ "ArxivClusteringP2P": 42.89,
+ "ArxivClusteringS2S": 33.47,
+ "BiorxivClusteringP2P": 36.53,
+ "BiorxivClusteringS2S": 28.66,
+ "BlurbsClusteringP2P": 39.91,
+ "BlurbsClusteringS2S": 15.94,
+ "HALClusteringS2S": 21.4,
+ "MLSUMClusteringP2P": 42.24,
+ "MLSUMClusteringS2S": 35.25,
+ "MasakhaNEWSClusteringP2P (fra)": 61.15,
+ "MasakhaNEWSClusteringS2S (fra)": 38.24,
+ "MedrxivClusteringP2P": 32.09,
+ "MedrxivClusteringS2S": 26.82,
+ "RedditClustering": 58.99,
+ "RedditClusteringP2P": 64.46,
+ "StackExchangeClustering": 70.78,
+ "StackExchangeClusteringP2P": 35.25,
+ "TenKGnadClusteringP2P": 43.43,
+ "TenKGnadClusteringS2S": 19.69,
+ "TwentyNewsgroupsClustering": 50.93
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-base-en-v1.5"
+ "Model": "sentence-t5-xxl",
+ "OpusparcusPC (fr)": 93.94,
+ "PawsXPairClassification (fr)": 63.98,
+ "SprintDuplicateQuestions": 88.89,
+ "TwitterSemEval2015": 80.28,
+ "TwitterURLCorpus": 86.01
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-base-en-v1.5"
+ "Model": "sentence-t5-xxl",
+ "AlloprofReranking": 68.36,
+ "AskUbuntuDupQuestions": 66.16,
+ "MindSmallReranking": 30.6,
+ "SciDocsRR": 76.09,
+ "StackOverflowDupQuestions": 52.85,
+ "SyntecReranking": 85.15
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-base-en-v1.5",
- "ARCChallenge": 9.66,
- "AlphaNLI": 10.99,
- "HellaSwag": 26.64,
- "PIQA": 25.69,
- "Quail": 1.42,
- "RARbCode": 46.47,
- "RARbMath": 46.86,
- "SIQA": 0.94,
- "SpartQA": 3.37,
- "TempReasonL1": 1.07,
- "TempReasonL2Fact": 17.23,
- "TempReasonL2Pure": 1.29,
- "TempReasonL3Fact": 13.36,
- "TempReasonL3Pure": 5.2,
- "WinoGrande": 13.76
+ "Model": "sentence-t5-xxl",
+ "AlloprofRetrieval": 45.75,
+ "ArguAna": 39.85,
+ "BSARDRetrieval": 3.33,
+ "CQADupstackRetrieval": 44.65,
+ "ClimateFEVER": 14.63,
+ "DBPedia": 39.19,
+ "FEVER": 51.2,
+ "FiQA2018": 46.68,
+ "HotpotQA": 42.14,
+ "MSMARCO": 27.67,
+ "MintakaRetrieval (fr)": 34.93,
+ "NFCorpus": 35.08,
+ "NQ": 52.87,
+ "QuoraRetrieval": 85.96,
+ "SCIDOCS": 17.17,
+ "SciFact": 55.38,
+ "SyntecRetrieval": 78.97,
+ "TRECCOVID": 59.48,
+ "Touche2020": 21.65,
+ "XPQARetrieval (fr)": 56.2
}
]
},
"STS": {
"spearman": [
{
- "Model": "bge-base-en-v1.5"
+ "Model": "sentence-t5-xxl",
+ "BIOSSES": 80.43,
+ "SICK-R": 80.47,
+ "SICKFr": 77.07,
+ "STS12": 78.85,
+ "STS13": 88.94,
+ "STS14": 84.86,
+ "STS15": 89.32,
+ "STS16": 84.67,
+ "STS17 (en-en)": 89.46,
+ "STS22 (en)": 65.33,
+ "STS22 (fr)": 76.8,
+ "STSBenchmark": 84.01,
+ "STSBenchmarkMultilingualSTS (fr)": 81.24
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bge-base-en-v1.5"
+ "Model": "sentence-t5-xxl",
+ "SummEval": 30.08,
+ "SummEvalFr": 30.39
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-base-en-v1.5"
+ "Model": "sentence-t5-xxl"
}
]
}
},
- "text-search-ada-doc-001": {
+ "bge-m3": {
"BitextMining": {
"f1": [
{
- "Model": "text-search-ada-doc-001"
+ "Model": "bge-m3",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.42
}
]
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"Classification": {
"accuracy": [
{
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+ "HeadlineClassification (rus-Cyrl)": 70.32,
+ "InappropriatenessClassification (rus-Cyrl)": 59.87,
+ "KinopoiskClassification (rus-Cyrl)": 58.23,
+ "MassiveIntentClassification (rus-Cyrl)": 68.75,
+ "MassiveScenarioClassification (rus-Cyrl)": 73.42,
+ "RuReviewsClassification (rus-Cyrl)": 66.91,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.81,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 42.57
}
]
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"Clustering": {
"v_measure": [
{
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- "TwentyNewsgroupsClustering": 32.92
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+ "GeoreviewClusteringP2P (rus-Cyrl)": 63.75,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.57,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 43.21
}
]
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"PairClassification": {
"ap": [
{
- "Model": "text-search-ada-doc-001"
+ "Model": "bge-m3",
+ "OpusparcusPC (rus-Cyrl)": 89.64,
+ "TERRa (rus-Cyrl)": 60.6
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-search-ada-doc-001"
+ "Model": "bge-m3",
+ "RuBQReranking (rus-Cyrl)": 74.02
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text-search-ada-doc-001"
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+ "ARCChallenge": 9.02,
+ "AlphaNLI": 24.73,
+ "HellaSwag": 25.67,
+ "LEMBNarrativeQARetrieval": 45.76,
+ "LEMBNeedleRetrieval": 40.25,
+ "LEMBPasskeyRetrieval": 46.0,
+ "LEMBQMSumRetrieval": 35.54,
+ "LEMBSummScreenFDRetrieval": 94.09,
+ "LEMBWikimQARetrieval": 77.73,
+ "PIQA": 22.93,
+ "Quail": 7.51,
+ "RARbCode": 38.8,
+ "RARbMath": 69.19,
+ "RiaNewsRetrieval (rus-Cyrl)": 82.98,
+ "RuBQRetrieval (rus-Cyrl)": 71.21,
+ "SIQA": 4.89,
+ "SpartQA": 7.49,
+ "TempReasonL1": 0.99,
+ "TempReasonL2Fact": 33.23,
+ "TempReasonL2Pure": 0.68,
+ "TempReasonL3Fact": 30.05,
+ "TempReasonL3Pure": 5.28,
+ "WinoGrande": 41.72
}
]
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"STS": {
"spearman": [
{
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+ "Model": "bge-m3",
+ "RUParaPhraserSTS (rus-Cyrl)": 74.9,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 79.87,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.27
}
]
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+ "Model": "bge-m3"
}
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"InstructionRetrieval": {
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{
- "Model": "text-search-ada-doc-001"
+ "Model": "bge-m3"
}
]
}
},
- "flaubert_base_uncased": {
+ "LLM2Vec-Sheared-Llama-supervised": {
"BitextMining": {
"f1": [
{
- "Model": "flaubert_base_uncased"
+ "Model": "LLM2Vec-Sheared-Llama-supervised"
}
]
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"Classification": {
"accuracy": [
{
- "Model": "flaubert_base_uncased",
- "AmazonReviewsClassification (fr)": 23.52,
- "MTOPDomainClassification (fr)": 27.74,
- "MTOPIntentClassification (fr)": 8.61,
- "MasakhaNEWSClassification (fra)": 62.61,
- "MassiveIntentClassification (fr)": 6.24,
- "MassiveScenarioClassification (fr)": 10.98
+ "Model": "LLM2Vec-Sheared-Llama-supervised",
+ "AmazonCounterfactualClassification (en)": 77.42,
+ "AmazonPolarityClassification": 82.05,
+ "AmazonReviewsClassification (en)": 40.81,
+ "Banking77Classification": 86.01,
+ "EmotionClassification": 48.38,
+ "ImdbClassification": 75.33,
+ "MTOPDomainClassification (en)": 94.09,
+ "MTOPIntentClassification (en)": 77.05,
+ "MassiveIntentClassification (en)": 75.58,
+ "MassiveScenarioClassification (en)": 79.16,
+ "ToxicConversationsClassification": 69.92,
+ "TweetSentimentExtractionClassification": 60.76
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]
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- "AlloProfClusteringP2P": 43.2,
- "AlloProfClusteringS2S": 12.94,
- "HALClusteringS2S": 1.8,
- "MLSUMClusteringP2P": 33.22,
- "MLSUMClusteringS2S": 14.9,
- "MasakhaNEWSClusteringP2P (fra)": 28.49,
- "MasakhaNEWSClusteringS2S (fra)": 22.58
+ "Model": "LLM2Vec-Sheared-Llama-supervised",
+ "ArxivClusteringP2P": 43.47,
+ "ArxivClusteringS2S": 39.85,
+ "BiorxivClusteringP2P": 37.1,
+ "BiorxivClusteringS2S": 34.28,
+ "MedrxivClusteringP2P": 33.55,
+ "MedrxivClusteringS2S": 31.11,
+ "RedditClustering": 53.02,
+ "RedditClusteringP2P": 60.47,
+ "StackExchangeClustering": 63.04,
+ "StackExchangeClusteringP2P": 34.01,
+ "TwentyNewsgroupsClustering": 49.37
}
]
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"PairClassification": {
"ap": [
{
- "Model": "flaubert_base_uncased",
- "OpusparcusPC (fr)": 82.0,
- "PawsXPairClassification (fr)": 52.78
+ "Model": "LLM2Vec-Sheared-Llama-supervised",
+ "SprintDuplicateQuestions": 96.25,
+ "TwitterSemEval2015": 76.14,
+ "TwitterURLCorpus": 86.23
}
]
},
"Reranking": {
"map": [
{
- "Model": "flaubert_base_uncased",
- "AlloprofReranking": 34.55,
- "SyntecReranking": 57.18
+ "Model": "LLM2Vec-Sheared-Llama-supervised",
+ "AskUbuntuDupQuestions": 60.71,
+ "MindSmallReranking": 31.96,
+ "SciDocsRR": 79.23,
+ "StackOverflowDupQuestions": 49.61
}
]
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"Retrieval": {
"ndcg_at_10": [
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- "AlloprofRetrieval": 1.72,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.51,
- "SyntecRetrieval": 22.33,
- "XPQARetrieval (fr)": 9.09
+ "Model": "LLM2Vec-Sheared-Llama-supervised",
+ "ArguAna": 51.66,
+ "CQADupstackRetrieval": 41.73,
+ "ClimateFEVER": 33.49,
+ "DBPedia": 43.58,
+ "FEVER": 86.81,
+ "FiQA2018": 41.0,
+ "HotpotQA": 63.85,
+ "MSMARCO": 38.32,
+ "NFCorpus": 37.12,
+ "NQ": 53.89,
+ "QuoraRetrieval": 87.37,
+ "SCIDOCS": 17.96,
+ "SciFact": 72.08,
+ "TRECCOVID": 80.41,
+ "Touche2020": 22.31
}
]
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"STS": {
"spearman": [
{
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- "SICKFr": 41.9,
- "STS22 (fr)": 55.15,
- "STSBenchmarkMultilingualSTS (fr)": 33.41
+ "Model": "LLM2Vec-Sheared-Llama-supervised",
+ "BIOSSES": 85.88,
+ "SICK-R": 82.25,
+ "STS12": 78.28,
+ "STS13": 85.52,
+ "STS14": 82.49,
+ "STS15": 88.76,
+ "STS16": 87.11,
+ "STS17 (en-en)": 90.1,
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+ "STSBenchmark": 87.16
}
]
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"Summarization": {
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- "Model": "flaubert_base_uncased",
- "SummEvalFr": 29.43
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+ "SummEval": 30.01
}
]
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"InstructionRetrieval": {
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{
- "Model": "flaubert_base_uncased"
+ "Model": "LLM2Vec-Sheared-Llama-supervised"
}
]
}
},
- "cross-en-de-roberta-sentence-transformer": {
+ "bge-base-en-v1.5": {
"BitextMining": {
"f1": [
{
- "Model": "cross-en-de-roberta-sentence-transformer"
+ "Model": "bge-base-en-v1.5"
}
]
},
"Classification": {
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{
- "Model": "cross-en-de-roberta-sentence-transformer"
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}
]
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{
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- "BlurbsClusteringS2S": 12.69,
- "TenKGnadClusteringP2P": 23.5,
- "TenKGnadClusteringS2S": 10.94
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+ "BiorxivClusteringP2P": 39.44,
+ "BiorxivClusteringS2S": 36.62,
+ "MedrxivClusteringP2P": 33.21,
+ "MedrxivClusteringS2S": 31.68,
+ "RedditClustering": 56.61,
+ "RedditClusteringP2P": 62.66,
+ "StackExchangeClustering": 66.11,
+ "StackExchangeClusteringP2P": 35.24,
+ "TwentyNewsgroupsClustering": 50.75
}
]
},
"PairClassification": {
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+ "Model": "bge-base-en-v1.5"
}
]
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"Reranking": {
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{
- "Model": "cross-en-de-roberta-sentence-transformer"
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}
]
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"Retrieval": {
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{
- "Model": "cross-en-de-roberta-sentence-transformer"
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+ "ARCChallenge": 9.66,
+ "AlphaNLI": 10.99,
+ "HellaSwag": 26.64,
+ "PIQA": 25.69,
+ "Quail": 1.42,
+ "RARbCode": 46.47,
+ "RARbMath": 46.86,
+ "SIQA": 0.94,
+ "SpartQA": 3.37,
+ "TempReasonL1": 1.07,
+ "TempReasonL2Fact": 17.23,
+ "TempReasonL2Pure": 1.29,
+ "TempReasonL3Fact": 13.36,
+ "TempReasonL3Pure": 5.2,
+ "WinoGrande": 13.76
}
]
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"STS": {
"spearman": [
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}
]
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"Summarization": {
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}
]
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"InstructionRetrieval": {
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{
- "Model": "cross-en-de-roberta-sentence-transformer"
+ "Model": "bge-base-en-v1.5"
}
]
}
},
- "bert-base-10lang-cased": {
+ "m3e-base": {
"BitextMining": {
"f1": [
{
- "Model": "bert-base-10lang-cased"
+ "Model": "m3e-base"
}
]
},
"Classification": {
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{
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- "AmazonReviewsClassification (fr)": 29.38,
- "MTOPDomainClassification (fr)": 63.65,
- "MTOPIntentClassification (fr)": 37.87,
- "MasakhaNEWSClassification (fra)": 63.93,
- "MassiveIntentClassification (fr)": 37.28,
- "MassiveScenarioClassification (fr)": 44.5
+ "Model": "m3e-base",
+ "AmazonReviewsClassification (zh)": 43.02,
+ "IFlyTek": 44.42,
+ "JDReview": 85.33,
+ "MassiveIntentClassification (zh-CN)": 68.4,
+ "MassiveScenarioClassification (zh-CN)": 74.6,
+ "MultilingualSentiment": 71.9,
+ "OnlineShopping": 87.77,
+ "TNews": 48.28,
+ "Waimai": 83.99
}
]
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"Clustering": {
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{
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- "AlloProfClusteringP2P": 53.22,
- "AlloProfClusteringS2S": 42.92,
- "HALClusteringS2S": 19.94,
- "MLSUMClusteringP2P": 40.96,
- "MLSUMClusteringS2S": 31.87,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
+ "Model": "m3e-base",
+ "CLSClusteringP2P": 39.81,
+ "CLSClusteringS2S": 37.34,
+ "ThuNewsClusteringP2P": 59.77,
+ "ThuNewsClusteringS2S": 53.78
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bert-base-10lang-cased",
- "OpusparcusPC (fr)": 86.79,
- "PawsXPairClassification (fr)": 53.4
+ "Model": "m3e-base",
+ "Cmnli": 69.98,
+ "Ocnli": 58.0
}
]
},
"Reranking": {
"map": [
{
- "Model": "bert-base-10lang-cased",
- "AlloprofReranking": 36.21,
- "SyntecReranking": 53.25
+ "Model": "m3e-base",
+ "CMedQAv1": 77.05,
+ "CMedQAv2": 76.76,
+ "MMarcoReranking": 17.51,
+ "T2Reranking": 66.03
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bert-base-10lang-cased",
- "AlloprofRetrieval": 1.6,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 3.55,
- "SyntecRetrieval": 18.95,
- "XPQARetrieval (fr)": 18.39
+ "Model": "m3e-base",
+ "CmedqaRetrieval": 30.33,
+ "CovidRetrieval": 66.42,
+ "DuRetrieval": 75.76,
+ "EcomRetrieval": 50.27,
+ "MMarcoRetrieval": 65.46,
+ "MedicalRetrieval": 42.79,
+ "T2Retrieval": 73.14,
+ "VideoRetrieval": 51.11
}
]
},
"STS": {
"spearman": [
{
- "Model": "bert-base-10lang-cased",
- "SICKFr": 58.76,
- "STS22 (fr)": 40.31,
- "STSBenchmarkMultilingualSTS (fr)": 52.25
+ "Model": "m3e-base",
+ "AFQMC": 35.87,
+ "ATEC": 41.27,
+ "BQ": 63.81,
+ "LCQMC": 74.88,
+ "PAWSX": 12.19,
+ "QBQTC": 32.07,
+ "STS22 (zh)": 66.73,
+ "STSB": 76.97
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bert-base-10lang-cased",
- "SummEvalFr": 29.06
+ "Model": "m3e-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bert-base-10lang-cased"
+ "Model": "m3e-base"
}
]
}
},
- "flan-t5-large": {
+ "nomic-embed-text-v1.5-128": {
"BitextMining": {
"f1": [
{
- "Model": "flan-t5-large"
+ "Model": "nomic-embed-text-v1.5-128"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "flan-t5-large"
+ "Model": "nomic-embed-text-v1.5-128",
+ "AmazonCounterfactualClassification (en)": 69.78,
+ "AmazonPolarityClassification": 88.74,
+ "AmazonReviewsClassification (en)": 43.11,
+ "Banking77Classification": 82.78,
+ "EmotionClassification": 42.92,
+ "ImdbClassification": 80.87,
+ "MTOPDomainClassification (en)": 89.61,
+ "MTOPIntentClassification (en)": 68.9,
+ "MassiveIntentClassification (en)": 69.34,
+ "MassiveScenarioClassification (en)": 74.21,
+ "ToxicConversationsClassification": 68.16,
+ "TweetSentimentExtractionClassification": 57.99
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "flan-t5-large"
+ "Model": "nomic-embed-text-v1.5-128",
+ "ArxivClusteringP2P": 43.87,
+ "ArxivClusteringS2S": 34.57,
+ "BiorxivClusteringP2P": 36.79,
+ "BiorxivClusteringS2S": 30.68,
+ "MedrxivClusteringP2P": 34.09,
+ "MedrxivClusteringS2S": 31.3,
+ "RedditClustering": 53.31,
+ "RedditClusteringP2P": 58.96,
+ "StackExchangeClustering": 59.92,
+ "StackExchangeClusteringP2P": 33.88,
+ "TwentyNewsgroupsClustering": 47.29
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "flan-t5-large"
+ "Model": "nomic-embed-text-v1.5-128",
+ "SprintDuplicateQuestions": 91.45,
+ "TwitterSemEval2015": 73.23,
+ "TwitterURLCorpus": 85.93
}
]
},
"Reranking": {
"map": [
{
- "Model": "flan-t5-large"
+ "Model": "nomic-embed-text-v1.5-128",
+ "AskUbuntuDupQuestions": 61.16,
+ "MindSmallReranking": 30.02,
+ "SciDocsRR": 78.05,
+ "StackOverflowDupQuestions": 49.0
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "flan-t5-large"
+ "Model": "nomic-embed-text-v1.5-128",
+ "ArguAna": 43.4,
+ "CQADupstackRetrieval": 34.67,
+ "ClimateFEVER": 36.52,
+ "DBPedia": 36.22,
+ "FEVER": 80.48,
+ "FiQA2018": 32.08,
+ "HotpotQA": 60.09,
+ "MSMARCO": 39.99,
+ "NFCorpus": 30.72,
+ "NQ": 53.62,
+ "QuoraRetrieval": 87.07,
+ "SCIDOCS": 15.56,
+ "SciFact": 64.28,
+ "TRECCOVID": 74.58,
+ "Touche2020": 26.99
}
]
},
"STS": {
"spearman": [
{
- "Model": "flan-t5-large"
+ "Model": "nomic-embed-text-v1.5-128",
+ "BIOSSES": 80.19,
+ "SICK-R": 79.09,
+ "STS12": 77.49,
+ "STS13": 85.62,
+ "STS14": 80.5,
+ "STS15": 85.84,
+ "STS16": 83.9,
+ "STS17 (en-en)": 86.27,
+ "STS22 (en)": 64.24,
+ "STSBenchmark": 84.28
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "flan-t5-large"
+ "Model": "nomic-embed-text-v1.5-128",
+ "SummEval": 29.59
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "flan-t5-large",
- "Core17InstructionRetrieval": 1.32,
- "News21InstructionRetrieval": 8.95,
- "Robust04InstructionRetrieval": 3.9
+ "Model": "nomic-embed-text-v1.5-128"
}
]
}
},
- "llama-2-7b-chat": {
+ "e5-mistral-7b-instruct-noinstruct": {
"BitextMining": {
"f1": [
{
- "Model": "llama-2-7b-chat"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "llama-2-7b-chat"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "llama-2-7b-chat"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "llama-2-7b-chat"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "llama-2-7b-chat"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "llama-2-7b-chat"
+ "Model": "e5-mistral-7b-instruct-noinstruct",
+ "ARCChallenge": 20.48,
+ "AlphaNLI": 18.88,
+ "HellaSwag": 32.25,
+ "PIQA": 32.8,
+ "Quail": 6.25,
+ "RARbCode": 79.84,
+ "RARbMath": 76.19,
+ "SIQA": 5.08,
+ "SpartQA": 10.87,
+ "TempReasonL1": 3.04,
+ "TempReasonL2Fact": 35.63,
+ "TempReasonL2Pure": 9.32,
+ "TempReasonL3Fact": 30.41,
+ "TempReasonL3Pure": 14.39,
+ "WinoGrande": 45.18
}
]
},
"STS": {
"spearman": [
{
- "Model": "llama-2-7b-chat"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "llama-2-7b-chat"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "llama-2-7b-chat",
- "Core17InstructionRetrieval": 2.84,
- "News21InstructionRetrieval": 0.23,
- "Robust04InstructionRetrieval": 2.0
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
}
},
- "bge-small-en-v1.5": {
+ "sentence-t5-large": {
"BitextMining": {
"f1": [
{
- "Model": "bge-small-en-v1.5"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "bge-small-en-v1.5"
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "bge-small-en-v1.5"
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "bge-small-en-v1.5"
- }
- ]
- },
- "Reranking": {
- "map": [
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+ "STS22 (de)": 43.73,
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+ "STS22 (de-fr)": 61.58,
+ "STS22 (de-pl)": 38.83,
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+ "STS22 (tr)": 47.3,
+ "STS22 (zh)": 30.47,
+ "STS22 (zh-en)": 23.1,
+ "STSBenchmark": 85.36,
+ "STSBenchmarkMultilingualSTS (fr)": 77.59
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "sentence-t5-large",
+ "SummEval": 29.64,
+ "SummEvalFr": 30.23
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "USER-base"
+ "Model": "sentence-t5-large"
}
]
}
},
- "sentence-t5-base": {
+ "text-similarity-curie-001": {
"BitextMining": {
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{
- "Model": "sentence-t5-base"
+ "Model": "text-similarity-curie-001"
}
]
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- "AmazonCounterfactualClassification (en)": 75.82,
- "AmazonCounterfactualClassification (en-ext)": 76.81,
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- "AmazonReviewsClassification (de)": 37.9,
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- "AmazonReviewsClassification (fr)": 37.35,
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- "ImdbClassification": 77.34,
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- "MTOPDomainClassification (en)": 90.34,
- "MTOPDomainClassification (es)": 73.61,
- "MTOPDomainClassification (fr)": 75.03,
- "MTOPDomainClassification (hi)": 21.4,
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- "MTOPIntentClassification (de)": 44.43,
- "MTOPIntentClassification (en)": 63.32,
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- "MTOPIntentClassification (fr)": 43.85,
- "MTOPIntentClassification (hi)": 3.8,
- "MTOPIntentClassification (th)": 5.21,
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- "MassiveIntentClassification (af)": 34.32,
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- "MassiveIntentClassification (az)": 31.76,
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- "MassiveIntentClassification (nl)": 37.96,
- "MassiveIntentClassification (pl)": 34.41,
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- "MassiveIntentClassification (vi)": 22.62,
- "MassiveIntentClassification (zh-CN)": 1.12,
- "MassiveIntentClassification (zh-TW)": 4.63,
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- "MassiveScenarioClassification (da)": 48.36,
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- "MassiveScenarioClassification (en)": 72.32,
- "MassiveScenarioClassification (es)": 55.61,
- "MassiveScenarioClassification (fa)": 6.86,
- "MassiveScenarioClassification (fi)": 41.34,
- "MassiveScenarioClassification (fr)": 59.92,
- "MassiveScenarioClassification (he)": 7.86,
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- "MassiveScenarioClassification (hu)": 41.31,
- "MassiveScenarioClassification (hy)": 9.23,
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- "MassiveScenarioClassification (kn)": 7.99,
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- "MassiveScenarioClassification (ml)": 6.96,
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- "MassiveScenarioClassification (my)": 9.46,
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- "MassiveScenarioClassification (pl)": 42.3,
- "MassiveScenarioClassification (pt)": 52.24,
- "MassiveScenarioClassification (ro)": 53.7,
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- "MassiveScenarioClassification (th)": 8.26,
- "MassiveScenarioClassification (tl)": 48.94,
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- "MassiveScenarioClassification (zh-CN)": 4.17,
- "MassiveScenarioClassification (zh-TW)": 7.91,
- "ToxicConversationsClassification": 68.2,
- "TweetSentimentExtractionClassification": 62.71
+ "Model": "text-similarity-curie-001"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "sentence-t5-base",
- "AlloProfClusteringP2P": 58.44,
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- "ArxivClusteringP2P": 39.28,
- "ArxivClusteringS2S": 27.26,
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- "MLSUMClusteringP2P": 40.77,
- "MLSUMClusteringS2S": 30.06,
- "MasakhaNEWSClusteringP2P (fra)": 61.9,
- "MasakhaNEWSClusteringS2S (fra)": 35.64,
- "MedrxivClusteringP2P": 33.2,
- "MedrxivClusteringS2S": 26.13,
- "RedditClustering": 52.93,
- "RedditClusteringP2P": 59.67,
- "StackExchangeClustering": 63.13,
- "StackExchangeClusteringP2P": 35.68,
- "TenKGnadClusteringP2P": 44.88,
- "TenKGnadClusteringS2S": 18.11,
- "TwentyNewsgroupsClustering": 48.1
+ "Model": "text-similarity-curie-001",
+ "RedditClustering": 40.79,
+ "StackExchangeClustering": 55.14,
+ "TwentyNewsgroupsClustering": 37.64
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "sentence-t5-base",
- "OpusparcusPC (fr)": 89.4,
- "PawsXPairClassification (fr)": 55.35,
- "SprintDuplicateQuestions": 91.23,
- "TwitterSemEval2015": 78.25,
- "TwitterURLCorpus": 86.05
+ "Model": "text-similarity-curie-001",
+ "SprintDuplicateQuestions": 79.85,
+ "TwitterSemEval2015": 69.45,
+ "TwitterURLCorpus": 84.06
}
]
},
"Reranking": {
"map": [
{
- "Model": "sentence-t5-base",
- "AlloprofReranking": 50.12,
- "AskUbuntuDupQuestions": 59.73,
- "MindSmallReranking": 30.2,
- "SciDocsRR": 73.96,
- "StackOverflowDupQuestions": 48.46,
- "SyntecReranking": 78.05
- }
- ]
- },
- "Retrieval": {
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- "Model": "sentence-t5-base",
- "AlloprofRetrieval": 27.52,
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- "BSARDRetrieval": 0.16,
- "CQADupstackRetrieval": 35.23,
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- "FiQA2018": 34.83,
- "HotpotQA": 33.2,
- "MSMARCO": 20.7,
- "MintakaRetrieval (fr)": 21.04,
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- "QuoraRetrieval": 85.49,
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- "SyntecRetrieval": 67.0,
- "TRECCOVID": 40.7,
- "Touche2020": 20.3,
- "XPQARetrieval (fr)": 45.19
- }
- ]
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- "STS17 (en-ar)": -5.65,
- "STS17 (en-de)": 67.11,
- "STS17 (en-en)": 89.57,
- "STS17 (en-tr)": -0.02,
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- "STS17 (nl-en)": 36.46,
- "STS22 (ar)": 31.2,
- "STS22 (de)": 42.08,
- "STS22 (de-en)": 46.9,
- "STS22 (de-fr)": 55.04,
- "STS22 (de-pl)": 33.94,
- "STS22 (en)": 62.66,
- "STS22 (es)": 53.81,
- "STS22 (es-en)": 65.19,
- "STS22 (es-it)": 55.29,
- "STS22 (fr)": 77.69,
- "STS22 (fr-pl)": 28.17,
- "STS22 (it)": 60.65,
- "STS22 (pl)": 24.42,
- "STS22 (pl-en)": 42.97,
- "STS22 (ru)": 12.13,
- "STS22 (tr)": 40.45,
- "STS22 (zh)": 32.9,
- "STS22 (zh-en)": 20.15,
- "STSBenchmark": 85.52,
- "STSBenchmarkMultilingualSTS (fr)": 74.04
- }
- ]
- },
- "Summarization": {
- "spearman": [
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- "Model": "sentence-t5-base",
- "SummEval": 31.39,
- "SummEvalFr": 30.01
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "sentence-t5-base"
- }
- ]
- }
- },
- "st-polish-paraphrase-from-distilroberta": {
- "BitextMining": {
- "f1": [
- {
- "Model": "st-polish-paraphrase-from-distilroberta"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "st-polish-paraphrase-from-distilroberta",
- "AllegroReviews": 34.5,
- "CBD": 70.27,
- "MassiveIntentClassification (pl)": 64.81,
- "MassiveScenarioClassification (pl)": 70.01,
- "PAC": 64.6,
- "PolEmo2.0-IN": 67.06,
- "PolEmo2.0-OUT": 38.58
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "st-polish-paraphrase-from-distilroberta",
- "8TagsClustering": 31.68
- }
- ]
- },
- "PairClassification": {
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- {
- "Model": "st-polish-paraphrase-from-distilroberta",
- "CDSC-E": 75.99,
- "PPC": 93.29,
- "PSC": 99.1,
- "SICK-E-PL": 79.63
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "st-polish-paraphrase-from-distilroberta"
+ "Model": "text-similarity-curie-001",
+ "AskUbuntuDupQuestions": 55.09,
+ "SciDocsRR": 70.93,
+ "StackOverflowDupQuestions": 42.42
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "st-polish-paraphrase-from-distilroberta",
- "ArguAna-PL": 49.42,
- "DBPedia-PL": 19.82,
- "FiQA-PL": 19.58,
- "HotpotQA-PL": 23.47,
- "MSMARCO-PL": 16.51,
- "NFCorpus-PL": 22.49,
- "NQ-PL": 19.83,
- "Quora-PL": 81.17,
- "SCIDOCS-PL": 12.15,
- "SciFact-PL": 49.49,
- "TRECCOVID-PL": 38.97
+ "Model": "text-similarity-curie-001",
+ "FiQA2018": 5.14,
+ "NFCorpus": 19.96,
+ "QuoraRetrieval": 83.11,
+ "SciFact": 46.68,
+ "TRECCOVID": 7.61
}
]
},
"STS": {
"spearman": [
{
- "Model": "st-polish-paraphrase-from-distilroberta",
- "CDSC-R": 89.62,
- "SICK-R-PL": 76.37,
- "STS22 (pl)": 40.36
+ "Model": "text-similarity-curie-001",
+ "BIOSSES": 77.46,
+ "SICK-R": 77.26,
+ "STSBenchmark": 83.02
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "st-polish-paraphrase-from-distilroberta"
+ "Model": "text-similarity-curie-001"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "st-polish-paraphrase-from-distilroberta"
+ "Model": "text-similarity-curie-001"
}
]
}
@@ -5251,14877 +3745,4240 @@
]
}
},
- "text2vec-large-chinese": {
+ "komninos": {
"BitextMining": {
"f1": [
{
- "Model": "text2vec-large-chinese"
- }
- ]
- },
- "Classification": {
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- "MassiveIntentClassification (zh-CN)": 63.23,
- "MassiveScenarioClassification (zh-CN)": 68.45,
- "MultilingualSentiment": 58.97,
- "OnlineShopping": 83.51,
- "TNews": 38.92,
- "Waimai": 76.01
- }
- ]
- },
- "Clustering": {
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- "Model": "text2vec-large-chinese",
- "CLSClusteringP2P": 30.13,
- "CLSClusteringS2S": 28.77,
- "ThuNewsClusteringP2P": 35.05,
- "ThuNewsClusteringS2S": 26.14
- }
- ]
- },
- "PairClassification": {
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- "Model": "text2vec-large-chinese",
- "Cmnli": 77.67,
- "Ocnli": 64.04
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "text2vec-large-chinese",
- "CMedQAv1": 58.92,
- "CMedQAv2": 60.41,
- "MMarcoReranking": 12.48,
- "T2Reranking": 64.82
- }
- ]
- },
- "Retrieval": {
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- "Model": "text2vec-large-chinese",
- "CmedqaRetrieval": 15.53,
- "CovidRetrieval": 60.48,
- "DuRetrieval": 51.87,
- "EcomRetrieval": 37.58,
- "MMarcoRetrieval": 45.96,
- "MedicalRetrieval": 30.93,
- "T2Retrieval": 50.52,
- "VideoRetrieval": 42.65
- }
- ]
- },
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- "PAWSX": 14.55,
- "QBQTC": 29.51,
- "STS22 (zh)": 65.94,
- "STSB": 79.45
- }
- ]
- },
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- "Model": "text2vec-large-chinese"
- }
- ]
- },
- "InstructionRetrieval": {
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- {
- "Model": "text2vec-large-chinese"
- }
- ]
- }
- },
- "herbert-base-retrieval-v2": {
- "BitextMining": {
- "f1": [
- {
- "Model": "herbert-base-retrieval-v2"
+ "Model": "komninos",
+ "BUCC (de-en)": 0.18,
+ "BUCC (fr-en)": 0.08,
+ "BUCC (ru-en)": 0.15,
+ "BUCC (zh-en)": 0.05,
+ "Tatoeba (afr-eng)": 4.82,
+ "Tatoeba (amh-eng)": 1.18,
+ "Tatoeba (ang-eng)": 8.54,
+ "Tatoeba (ara-eng)": 0.63,
+ "Tatoeba (arq-eng)": 0.4,
+ "Tatoeba (arz-eng)": 0.63,
+ "Tatoeba (ast-eng)": 11.69,
+ "Tatoeba (awa-eng)": 0.0,
+ "Tatoeba (aze-eng)": 3.22,
+ "Tatoeba (bel-eng)": 1.75,
+ "Tatoeba (ben-eng)": 0.2,
+ "Tatoeba (ber-eng)": 7.0,
+ "Tatoeba (bos-eng)": 9.31,
+ "Tatoeba (bre-eng)": 4.17,
+ "Tatoeba (bul-eng)": 1.29,
+ "Tatoeba (cat-eng)": 7.73,
+ "Tatoeba (cbk-eng)": 5.61,
+ "Tatoeba (ceb-eng)": 4.88,
+ "Tatoeba (ces-eng)": 3.55,
+ "Tatoeba (cha-eng)": 19.29,
+ "Tatoeba (cmn-eng)": 0.5,
+ "Tatoeba (cor-eng)": 4.15,
+ "Tatoeba (csb-eng)": 5.69,
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+ "Tatoeba (dan-eng)": 6.99,
+ "Tatoeba (deu-eng)": 3.67,
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+ "Tatoeba (eus-eng)": 4.69,
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+ "Tatoeba (fry-eng)": 12.36,
+ "Tatoeba (gla-eng)": 3.07,
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+ "Tatoeba (glg-eng)": 8.12,
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+ "Tatoeba (hsb-eng)": 6.32,
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+ "Tatoeba (hye-eng)": 0.97,
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+ "Tatoeba (isl-eng)": 4.09,
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}
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- "MassiveScenarioClassification (zh-CN)": 50.22,
- "MassiveScenarioClassification (zh-TW)": 42.32,
- "ToxicConversationsClassification": 54.05,
- "TweetSentimentExtractionClassification": 48.73
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+ "AmazonCounterfactualClassification (en)": 67.3,
+ "AmazonPolarityClassification": 75.05,
+ "AmazonReviewsClassification (en)": 37.3,
+ "Banking77Classification": 82.32,
+ "EmotionClassification": 43.19,
+ "ImdbClassification": 70.8,
+ "MTOPDomainClassification (en)": 93.84,
+ "MTOPIntentClassification (en)": 67.71,
+ "MassiveIntentClassification (en)": 70.61,
+ "MassiveScenarioClassification (en)": 77.77,
+ "ToxicConversationsClassification": 68.48,
+ "TweetSentimentExtractionClassification": 54.54
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]
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"Clustering": {
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{
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- "AlloProfClusteringP2P": 48.45,
- "AlloProfClusteringS2S": 25.81,
- "ArxivClusteringP2P": 17.77,
- "ArxivClusteringS2S": 12.39,
- "BiorxivClusteringP2P": 12.4,
- "BiorxivClusteringS2S": 8.83,
- "HALClusteringS2S": 11.52,
- "MLSUMClusteringP2P": 34.53,
- "MLSUMClusteringS2S": 27.35,
- "MasakhaNEWSClusteringP2P (fra)": 32.04,
- "MasakhaNEWSClusteringS2S (fra)": 29.77,
- "MedrxivClusteringP2P": 17.91,
- "MedrxivClusteringS2S": 16.63,
- "RedditClustering": 9.96,
- "RedditClusteringP2P": 26.42,
- "StackExchangeClustering": 15.79,
- "StackExchangeClusteringP2P": 18.63,
- "TwentyNewsgroupsClustering": 11.38
+ "Model": "gtr-t5-xxl",
+ "ArxivClusteringP2P": 37.9,
+ "ArxivClusteringS2S": 32.39,
+ "BiorxivClusteringP2P": 30.48,
+ "BiorxivClusteringS2S": 27.5,
+ "MedrxivClusteringP2P": 29.12,
+ "MedrxivClusteringS2S": 27.56,
+ "RedditClustering": 64.13,
+ "RedditClusteringP2P": 62.84,
+ "StackExchangeClustering": 71.43,
+ "StackExchangeClusteringP2P": 32.85,
+ "TwentyNewsgroupsClustering": 50.44
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "LASER2",
- "OpusparcusPC (fr)": 93.77,
- "PawsXPairClassification (fr)": 69.53,
- "SprintDuplicateQuestions": 65.54,
- "TwitterSemEval2015": 59.57,
- "TwitterURLCorpus": 81.47
+ "Model": "gtr-t5-xxl",
+ "SprintDuplicateQuestions": 95.68,
+ "TwitterSemEval2015": 77.54,
+ "TwitterURLCorpus": 85.13
}
]
},
"Reranking": {
"map": [
{
- "Model": "LASER2",
- "AlloprofReranking": 35.29,
- "AskUbuntuDupQuestions": 48.99,
- "MindSmallReranking": 24.79,
- "SciDocsRR": 54.99,
- "StackOverflowDupQuestions": 36.98,
- "SyntecReranking": 55.93
+ "Model": "gtr-t5-xxl",
+ "AskUbuntuDupQuestions": 63.23,
+ "MindSmallReranking": 31.93,
+ "SciDocsRR": 77.96,
+ "StackOverflowDupQuestions": 53.5
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LASER2",
- "AlloprofRetrieval": 3.1,
- "ArguAna": 12.86,
- "BSARDRetrieval": 0.36,
- "CQADupstackRetrieval": 4.12,
- "ClimateFEVER": 0.36,
- "DBPedia": 1.53,
- "FEVER": 0.77,
- "FiQA2018": 1.73,
- "HotpotQA": 5.5,
- "MSMARCO": 1.09,
- "MintakaRetrieval (fr)": 6.31,
- "NFCorpus": 2.44,
- "NQ": 0.64,
- "QuoraRetrieval": 71.14,
- "SCIDOCS": 0.78,
- "SciFact": 4.04,
- "SyntecRetrieval": 28.58,
- "TRECCOVID": 10.97,
- "Touche2020": 1.06,
- "XPQARetrieval (fr)": 42.59
+ "Model": "gtr-t5-xxl",
+ "ArguAna": 53.77,
+ "CQADupstackRetrieval": 38.56,
+ "ClimateFEVER": 27.21,
+ "DBPedia": 41.28,
+ "FEVER": 74.08,
+ "FiQA2018": 46.78,
+ "HotpotQA": 59.67,
+ "MSMARCO": 44.05,
+ "NFCorpus": 34.18,
+ "NQ": 57.24,
+ "QuoraRetrieval": 89.09,
+ "SCIDOCS": 15.88,
+ "SciFact": 66.77,
+ "TRECCOVID": 51.9,
+ "Touche2020": 26.76
}
]
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"STS": {
"spearman": [
{
- "Model": "LASER2",
- "BIOSSES": 62.01,
- "SICK-R": 62.86,
- "SICKFr": 64.95,
- "STS12": 62.6,
- "STS13": 59.62,
- "STS14": 57.03,
- "STS15": 71.57,
- "STS16": 70.75,
- "STS17 (ar-ar)": 67.47,
- "STS17 (en-ar)": 65.05,
- "STS17 (en-de)": 66.66,
- "STS17 (en-en)": 76.73,
- "STS17 (en-tr)": 70.05,
- "STS17 (es-en)": 55.3,
- "STS17 (es-es)": 79.67,
- "STS17 (fr-en)": 70.82,
- "STS17 (it-en)": 70.98,
- "STS17 (ko-ko)": 70.52,
- "STS17 (nl-en)": 68.12,
- "STS22 (ar)": 42.57,
- "STS22 (de)": 25.69,
- "STS22 (de-en)": 32.35,
- "STS22 (de-fr)": 37.41,
- "STS22 (de-pl)": 15.67,
- "STS22 (en)": 39.76,
- "STS22 (es)": 54.92,
- "STS22 (es-en)": 54.34,
- "STS22 (es-it)": 42.21,
- "STS22 (fr)": 58.61,
- "STS22 (fr-pl)": 39.44,
- "STS22 (it)": 60.31,
- "STS22 (pl)": 18.34,
- "STS22 (pl-en)": 53.63,
- "STS22 (ru)": 39.24,
- "STS22 (tr)": 36.97,
- "STS22 (zh)": 49.41,
- "STS22 (zh-en)": 46.19,
- "STSBenchmark": 69.77,
- "STSBenchmarkMultilingualSTS (fr)": 69.82
+ "Model": "gtr-t5-xxl",
+ "BIOSSES": 81.91,
+ "SICK-R": 74.29,
+ "STS12": 70.12,
+ "STS13": 82.72,
+ "STS14": 78.24,
+ "STS15": 86.26,
+ "STS16": 81.61,
+ "STS17 (en-en)": 85.18,
+ "STS22 (en)": 65.76,
+ "STSBenchmark": 77.73
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "LASER2",
- "SummEval": 26.8,
- "SummEvalFr": 31.56
+ "Model": "gtr-t5-xxl",
+ "SummEval": 30.64
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "LASER2"
+ "Model": "gtr-t5-xxl"
}
]
}
},
- "udever-bloom-1b1": {
+ "voyage-lite-02-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "udever-bloom-1b1"
+ "Model": "voyage-lite-02-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "udever-bloom-1b1",
- "AmazonReviewsClassification (fr)": 35.12,
- "MTOPDomainClassification (fr)": 69.24,
- "MTOPIntentClassification (fr)": 51.25,
- "MasakhaNEWSClassification (fra)": 80.83,
- "MassiveIntentClassification (fr)": 43.21,
- "MassiveScenarioClassification (fr)": 49.78
+ "Model": "voyage-lite-02-instruct",
+ "AmazonCounterfactualClassification (en)": 88.31,
+ "AmazonPolarityClassification": 96.32,
+ "AmazonReviewsClassification (en)": 56.25,
+ "Banking77Classification": 88.59,
+ "EmotionClassification": 50.28,
+ "ImdbClassification": 95.75,
+ "MTOPDomainClassification (en)": 97.65,
+ "MTOPIntentClassification (en)": 75.16,
+ "MassiveIntentClassification (en)": 73.97,
+ "MassiveScenarioClassification (en)": 83.99,
+ "ToxicConversationsClassification": 81.75,
+ "TweetSentimentExtractionClassification": 62.98
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "udever-bloom-1b1",
- "AlloProfClusteringP2P": 62.22,
- "AlloProfClusteringS2S": 27.06,
- "HALClusteringS2S": 13.86,
- "MLSUMClusteringP2P": 44.11,
- "MLSUMClusteringS2S": 30.47,
- "MasakhaNEWSClusteringP2P (fra)": 40.2,
- "MasakhaNEWSClusteringS2S (fra)": 27.35
+ "Model": "voyage-lite-02-instruct",
+ "ArxivClusteringP2P": 51.95,
+ "ArxivClusteringS2S": 42.48,
+ "BiorxivClusteringP2P": 50.15,
+ "BiorxivClusteringS2S": 42.84,
+ "MedrxivClusteringP2P": 47.24,
+ "MedrxivClusteringS2S": 43.48,
+ "RedditClustering": 63.73,
+ "RedditClusteringP2P": 64.09,
+ "StackExchangeClustering": 70.71,
+ "StackExchangeClusteringP2P": 40.34,
+ "TwentyNewsgroupsClustering": 59.56
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "udever-bloom-1b1",
- "OpusparcusPC (fr)": 85.54,
- "PawsXPairClassification (fr)": 61.99
+ "Model": "voyage-lite-02-instruct",
+ "SprintDuplicateQuestions": 98.07,
+ "TwitterSemEval2015": 74.44,
+ "TwitterURLCorpus": 88.11
}
]
},
"Reranking": {
"map": [
{
- "Model": "udever-bloom-1b1",
- "AlloprofReranking": 39.13,
- "SyntecReranking": 62.58
+ "Model": "voyage-lite-02-instruct",
+ "AskUbuntuDupQuestions": 63.24,
+ "MindSmallReranking": 31.48,
+ "SciDocsRR": 84.68,
+ "StackOverflowDupQuestions": 53.56
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "udever-bloom-1b1",
- "AlloprofRetrieval": 12.37,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 2.78,
- "SyntecRetrieval": 40.57,
- "XPQARetrieval (fr)": 33.82
+ "Model": "voyage-lite-02-instruct",
+ "ArguAna": 70.28,
+ "CQADupstackRetrieval": 46.2,
+ "ClimateFEVER": 31.95,
+ "DBPedia": 39.79,
+ "FEVER": 91.35,
+ "FiQA2018": 52.51,
+ "HotpotQA": 75.51,
+ "MSMARCO": 37.93,
+ "NFCorpus": 43.7,
+ "NQ": 64.26,
+ "QuoraRetrieval": 87.62,
+ "SCIDOCS": 20.24,
+ "SciFact": 79.91,
+ "TRECCOVID": 81.02,
+ "Touche2020": 26.8
}
]
},
"STS": {
"spearman": [
{
- "Model": "udever-bloom-1b1",
- "SICKFr": 59.94,
- "STS22 (fr)": 77.1,
- "STSBenchmarkMultilingualSTS (fr)": 49.97
+ "Model": "voyage-lite-02-instruct",
+ "BIOSSES": 89.7,
+ "SICK-R": 78.44,
+ "STS12": 86.46,
+ "STS13": 87.76,
+ "STS14": 86.6,
+ "STS15": 90.1,
+ "STS16": 86.39,
+ "STS17 (en-en)": 86.98,
+ "STS22 (en)": 76.89,
+ "STSBenchmark": 88.56
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "udever-bloom-1b1",
- "SummEvalFr": 29.48
+ "Model": "voyage-lite-02-instruct",
+ "SummEval": 31.01
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "udever-bloom-1b1"
+ "Model": "voyage-lite-02-instruct"
}
]
}
},
- "deberta-v1-base": {
+ "monot5-base-msmarco-10k": {
"BitextMining": {
"f1": [
{
- "Model": "deberta-v1-base",
- "Tatoeba (rus-Cyrl_eng-Latn)": 13.21
+ "Model": "monot5-base-msmarco-10k"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "deberta-v1-base",
- "GeoreviewClassification (rus-Cyrl)": 40.19,
- "HeadlineClassification (rus-Cyrl)": 78.75,
- "InappropriatenessClassification (rus-Cyrl)": 61.33,
- "KinopoiskClassification (rus-Cyrl)": 48.78,
- "MassiveIntentClassification (rus-Cyrl)": 61.32,
- "MassiveScenarioClassification (rus-Cyrl)": 64.71,
- "RuReviewsClassification (rus-Cyrl)": 55.66,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.53,
- "RuSciBenchOECDClassification (rus-Cyrl)": 41.34
+ "Model": "monot5-base-msmarco-10k"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "deberta-v1-base",
- "GeoreviewClusteringP2P (rus-Cyrl)": 58.79,
- "MLSUMClusteringP2P (rus-Cyrl)": 47.33,
- "MLSUMClusteringS2S (rus-Cyrl)": 44.6,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 36.66,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 33.31
+ "Model": "monot5-base-msmarco-10k"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "deberta-v1-base",
- "OpusparcusPC (rus-Cyrl)": 83.31,
- "TERRa (rus-Cyrl)": 53.78
+ "Model": "monot5-base-msmarco-10k"
}
]
},
"Reranking": {
"map": [
{
- "Model": "deberta-v1-base",
- "RuBQReranking (rus-Cyrl)": 34.01
+ "Model": "monot5-base-msmarco-10k"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "deberta-v1-base",
- "RiaNewsRetrieval (rus-Cyrl)": 4.84,
- "RuBQRetrieval (rus-Cyrl)": 10.15
+ "Model": "monot5-base-msmarco-10k"
}
]
},
"STS": {
"spearman": [
{
- "Model": "deberta-v1-base",
- "RUParaPhraserSTS (rus-Cyrl)": 54.03,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 58.47,
- "STS22 (rus-Cyrl)": 47.67,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 58.45
+ "Model": "monot5-base-msmarco-10k"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "deberta-v1-base"
+ "Model": "monot5-base-msmarco-10k"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "deberta-v1-base"
+ "Model": "monot5-base-msmarco-10k",
+ "Core17InstructionRetrieval": -4.06,
+ "News21InstructionRetrieval": 5.02,
+ "Robust04InstructionRetrieval": -6.2
}
]
}
},
- "gte-Qwen2-7B-instruct": {
+ "FollowIR-7B": {
"BitextMining": {
"f1": [
{
- "Model": "gte-Qwen2-7B-instruct"
+ "Model": "FollowIR-7B"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "gte-Qwen2-7B-instruct"
+ "Model": "FollowIR-7B"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "gte-Qwen2-7B-instruct"
+ "Model": "FollowIR-7B"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "gte-Qwen2-7B-instruct"
+ "Model": "FollowIR-7B"
}
]
},
"Reranking": {
"map": [
{
- "Model": "gte-Qwen2-7B-instruct"
+ "Model": "FollowIR-7B"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "gte-Qwen2-7B-instruct",
- "BrightRetrieval (earth_science)": 40.66,
- "BrightRetrieval (sustainable_living)": 20.82,
- "BrightRetrieval (theoremqa_theorems)": 28.15,
- "BrightRetrieval (aops)": 15.1,
- "BrightRetrieval (economics)": 16.18,
- "BrightRetrieval (pony)": 1.25,
- "BrightRetrieval (stackoverflow)": 13.95,
- "BrightRetrieval (leetcode)": 31.07,
- "BrightRetrieval (biology)": 32.09,
- "BrightRetrieval (theoremqa_questions)": 29.9,
- "BrightRetrieval (robotics)": 12.82,
- "BrightRetrieval (psychology)": 26.58
+ "Model": "FollowIR-7B"
}
]
},
"STS": {
"spearman": [
{
- "Model": "gte-Qwen2-7B-instruct"
+ "Model": "FollowIR-7B"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "gte-Qwen2-7B-instruct"
+ "Model": "FollowIR-7B"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "gte-Qwen2-7B-instruct"
+ "Model": "FollowIR-7B",
+ "Core17InstructionRetrieval": 16.48,
+ "News21InstructionRetrieval": 6.26,
+ "Robust04InstructionRetrieval": 13.72
}
]
}
},
- "contriever-base-msmarco": {
+ "LLM2Vec-Mistral-supervised": {
"BitextMining": {
"f1": [
{
- "Model": "contriever-base-msmarco"
+ "Model": "LLM2Vec-Mistral-supervised"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "contriever-base-msmarco",
- "AmazonCounterfactualClassification (en)": 72.19,
- "AmazonPolarityClassification": 68.63,
- "AmazonReviewsClassification (en)": 37.42,
- "Banking77Classification": 80.02,
- "EmotionClassification": 44.77,
- "ImdbClassification": 67.04,
- "MTOPDomainClassification (en)": 93.18,
- "MTOPIntentClassification (en)": 69.31,
- "MassiveIntentClassification (en)": 67.78,
- "MassiveScenarioClassification (en)": 76.0,
- "ToxicConversationsClassification": 67.77,
- "TweetSentimentExtractionClassification": 56.1
+ "Model": "LLM2Vec-Mistral-supervised",
+ "AmazonCounterfactualClassification (en)": 77.58,
+ "AmazonPolarityClassification": 91.12,
+ "AmazonReviewsClassification (en)": 49.97,
+ "Banking77Classification": 88.31,
+ "EmotionClassification": 52.04,
+ "ImdbClassification": 87.42,
+ "MTOPDomainClassification (en)": 96.04,
+ "MTOPIntentClassification (en)": 84.77,
+ "MassiveIntentClassification (en)": 79.29,
+ "MassiveScenarioClassification (en)": 81.64,
+ "ToxicConversationsClassification": 69.26,
+ "TweetSentimentExtractionClassification": 62.14
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "contriever-base-msmarco",
- "ArxivClusteringP2P": 42.61,
- "ArxivClusteringS2S": 32.32,
- "BiorxivClusteringP2P": 34.97,
- "BiorxivClusteringS2S": 29.08,
- "MedrxivClusteringP2P": 31.19,
- "MedrxivClusteringS2S": 27.27,
- "RedditClustering": 54.89,
- "RedditClusteringP2P": 57.58,
- "StackExchangeClustering": 63.15,
- "StackExchangeClusteringP2P": 32.25,
- "TwentyNewsgroupsClustering": 46.82
+ "Model": "LLM2Vec-Mistral-supervised",
+ "ArxivClusteringP2P": 42.81,
+ "ArxivClusteringS2S": 44.24,
+ "BiorxivClusteringP2P": 34.27,
+ "BiorxivClusteringS2S": 35.53,
+ "MedrxivClusteringP2P": 31.07,
+ "MedrxivClusteringS2S": 31.27,
+ "RedditClustering": 60.24,
+ "RedditClusteringP2P": 64.12,
+ "StackExchangeClustering": 70.73,
+ "StackExchangeClusteringP2P": 34.5,
+ "TwentyNewsgroupsClustering": 52.18
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "contriever-base-msmarco",
- "SprintDuplicateQuestions": 95.55,
- "TwitterSemEval2015": 66.85,
- "TwitterURLCorpus": 85.21
+ "Model": "LLM2Vec-Mistral-supervised",
+ "SprintDuplicateQuestions": 96.82,
+ "TwitterSemEval2015": 80.6,
+ "TwitterURLCorpus": 86.56
}
]
},
"Reranking": {
"map": [
{
- "Model": "contriever-base-msmarco",
- "AskUbuntuDupQuestions": 56.69,
- "MindSmallReranking": 31.58,
- "SciDocsRR": 76.51,
- "StackOverflowDupQuestions": 47.78
- }
- ]
- },
- "Retrieval": {
+ "Model": "LLM2Vec-Mistral-supervised",
+ "AskUbuntuDupQuestions": 63.98,
+ "MindSmallReranking": 31.5,
+ "SciDocsRR": 83.8,
+ "StackOverflowDupQuestions": 54.41
+ }
+ ]
+ },
+ "Retrieval": {
"ndcg_at_10": [
{
- "Model": "contriever-base-msmarco",
- "ArguAna": 48.32,
- "CQADupstackRetrieval": 33.67,
- "ClimateFEVER": 24.79,
- "DBPedia": 38.1,
- "FEVER": 59.29,
- "FiQA2018": 27.42,
- "HotpotQA": 56.81,
- "MSMARCO": 36.77,
- "NFCorpus": 31.32,
- "NQ": 41.83,
- "QuoraRetrieval": 86.72,
- "SCIDOCS": 17.12,
- "SciFact": 65.51,
- "TRECCOVID": 44.77,
- "Touche2020": 15.79
+ "Model": "LLM2Vec-Mistral-supervised",
+ "ArguAna": 57.48,
+ "CQADupstackRetrieval": 48.84,
+ "ClimateFEVER": 35.19,
+ "DBPedia": 49.58,
+ "FEVER": 89.4,
+ "FiQA2018": 53.11,
+ "HotpotQA": 74.07,
+ "MSMARCO": 42.17,
+ "NFCorpus": 39.33,
+ "NQ": 61.7,
+ "QuoraRetrieval": 87.75,
+ "SCIDOCS": 22.5,
+ "SciFact": 78.86,
+ "TRECCOVID": 77.69,
+ "Touche2020": 22.18
}
]
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"STS": {
"spearman": [
{
- "Model": "contriever-base-msmarco",
- "BIOSSES": 83.32,
- "SICK-R": 70.2,
- "STS12": 64.34,
- "STS13": 80.03,
- "STS14": 74.51,
- "STS15": 83.3,
- "STS16": 79.67,
- "STS17 (en-en)": 86.32,
- "STS22 (en)": 64.64,
- "STSBenchmark": 78.81
+ "Model": "LLM2Vec-Mistral-supervised",
+ "BIOSSES": 85.24,
+ "SICK-R": 83.7,
+ "STS12": 78.8,
+ "STS13": 86.37,
+ "STS14": 84.04,
+ "STS15": 88.99,
+ "STS16": 87.22,
+ "STS17 (en-en)": 90.19,
+ "STS22 (en)": 67.68,
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}
]
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"Summarization": {
"spearman": [
{
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- "SummEval": 30.36
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+ "SummEval": 29.96
}
]
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"InstructionRetrieval": {
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{
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- "Core17InstructionRetrieval": -2.48,
- "News21InstructionRetrieval": -2.83,
- "Robust04InstructionRetrieval": -6.12
+ "Model": "LLM2Vec-Mistral-supervised"
}
]
}
},
- "unsup-simcse-bert-base-uncased": {
+ "text-embedding-ada-002": {
"BitextMining": {
"f1": [
{
- "Model": "unsup-simcse-bert-base-uncased"
+ "Model": "text-embedding-ada-002"
}
]
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"Classification": {
"accuracy": [
{
- "Model": "unsup-simcse-bert-base-uncased",
- "AmazonCounterfactualClassification (en)": 67.09,
- "AmazonPolarityClassification": 74.48,
- "AmazonReviewsClassification (en)": 33.85,
- "Banking77Classification": 73.55,
- "EmotionClassification": 42.22,
- "ImdbClassification": 69.63,
- "MTOPDomainClassification (en)": 81.71,
- "MTOPIntentClassification (en)": 59.23,
- "MassiveIntentClassification (en)": 59.84,
- "MassiveScenarioClassification (en)": 66.25,
- "ToxicConversationsClassification": 68.82,
- "TweetSentimentExtractionClassification": 53.36
+ "Model": "text-embedding-ada-002",
+ "AmazonCounterfactualClassification (en)": 75.94,
+ "AmazonPolarityClassification": 86.72,
+ "AmazonReviewsClassification (zh)": 38.3,
+ "AmazonReviewsClassification (en)": 44.78,
+ "AmazonReviewsClassification (fr)": 43.76,
+ "Banking77Classification": 80.66,
+ "EmotionClassification": 48.74,
+ "IFlyTek": 44.62,
+ "ImdbClassification": 77.98,
+ "JDReview": 74.6,
+ "MTOPDomainClassification (en)": 92.13,
+ "MTOPDomainClassification (fr)": 89.38,
+ "MTOPIntentClassification (en)": 64.68,
+ "MTOPIntentClassification (fr)": 64.45,
+ "MasakhaNEWSClassification (fra)": 81.52,
+ "MassiveIntentClassification (zh-CN)": 64.81,
+ "MassiveIntentClassification (en)": 70.15,
+ "MassiveIntentClassification (fr)": 65.42,
+ "MassiveScenarioClassification (zh-CN)": 71.4,
+ "MassiveScenarioClassification (en)": 75.33,
+ "MassiveScenarioClassification (fr)": 71.11,
+ "MultilingualSentiment": 67.99,
+ "OnlineShopping": 88.94,
+ "TNews": 45.77,
+ "ToxicConversationsClassification": 72.29,
+ "TweetSentimentExtractionClassification": 61.81,
+ "Waimai": 82.37
}
]
},
"Clustering": {
"v_measure": [
{
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- "ArxivClusteringP2P": 32.61,
- "ArxivClusteringS2S": 24.68,
- "BiorxivClusteringP2P": 24.9,
- "BiorxivClusteringS2S": 19.55,
- "MedrxivClusteringP2P": 23.6,
- "MedrxivClusteringS2S": 21.97,
- "RedditClustering": 32.18,
- "RedditClusteringP2P": 45.14,
- "StackExchangeClustering": 43.07,
- "StackExchangeClusteringP2P": 28.5,
- "TwentyNewsgroupsClustering": 23.21
+ "Model": "text-embedding-ada-002",
+ "AlloProfClusteringP2P": 64.83,
+ "AlloProfClusteringS2S": 53.52,
+ "ArxivClusteringP2P": 45.01,
+ "ArxivClusteringS2S": 36.85,
+ "BiorxivClusteringP2P": 36.66,
+ "BiorxivClusteringS2S": 34.21,
+ "CLSClusteringP2P": 38.26,
+ "CLSClusteringS2S": 35.91,
+ "HALClusteringS2S": 26.18,
+ "MLSUMClusteringP2P": 44.59,
+ "MLSUMClusteringS2S": 41.67,
+ "MasakhaNEWSClusteringP2P (fra)": 68.35,
+ "MasakhaNEWSClusteringS2S (fra)": 48.58,
+ "MedrxivClusteringP2P": 32.6,
+ "MedrxivClusteringS2S": 30.8,
+ "RedditClustering": 61.42,
+ "RedditClusteringP2P": 64.13,
+ "StackExchangeClustering": 72.22,
+ "StackExchangeClusteringP2P": 38.49,
+ "ThuNewsClusteringP2P": 58.71,
+ "ThuNewsClusteringS2S": 49.86,
+ "TwentyNewsgroupsClustering": 52.56
}
]
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"PairClassification": {
"ap": [
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- "Model": "unsup-simcse-bert-base-uncased",
- "SprintDuplicateQuestions": 69.41,
- "TwitterSemEval2015": 60.21,
- "TwitterURLCorpus": 81.37
+ "Model": "text-embedding-ada-002",
+ "Cmnli": 76.03,
+ "Ocnli": 63.08,
+ "OpusparcusPC (fr)": 94.12,
+ "PawsXPairClassification (fr)": 60.16,
+ "SprintDuplicateQuestions": 92.17,
+ "TwitterSemEval2015": 75.28,
+ "TwitterURLCorpus": 87.22
}
]
},
"Reranking": {
"map": [
{
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- "AskUbuntuDupQuestions": 51.57,
- "MindSmallReranking": 28.62,
- "SciDocsRR": 66.33,
- "StackOverflowDupQuestions": 39.35
+ "Model": "text-embedding-ada-002",
+ "AskUbuntuDupQuestions": 62.05,
+ "CMedQAv1": 63.08,
+ "CMedQAv2": 64.02,
+ "MMarcoReranking": 23.39,
+ "MindSmallReranking": 31.45,
+ "SciDocsRR": 81.22,
+ "StackOverflowDupQuestions": 50.54,
+ "SyntecReranking": 89.87,
+ "T2Reranking": 66.65
}
]
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"Retrieval": {
"ndcg_at_10": [
{
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- "ArguAna": 38.34,
- "CQADupstackRetrieval": 13.22,
- "ClimateFEVER": 11.8,
- "DBPedia": 15.04,
- "FEVER": 21.06,
- "FiQA2018": 9.84,
- "HotpotQA": 19.75,
- "MSMARCO": 9.35,
- "NFCorpus": 9.88,
- "NQ": 11.69,
- "QuoraRetrieval": 78.03,
- "SCIDOCS": 5.5,
- "SciFact": 25.72,
- "TRECCOVID": 26.2,
- "Touche2020": 8.9
+ "Model": "text-embedding-ada-002",
+ "ARCChallenge": 13.3,
+ "AlloprofRetrieval": 51.64,
+ "AlphaNLI": 25.65,
+ "ArguAna": 57.44,
+ "BSARDRetrieval": 0.61,
+ "CQADupstackRetrieval": 41.69,
+ "ClimateFEVER": 21.64,
+ "CmedqaRetrieval": 22.36,
+ "CovidRetrieval": 57.21,
+ "DBPedia": 39.39,
+ "DuRetrieval": 71.17,
+ "EcomRetrieval": 44.49,
+ "FEVER": 74.99,
+ "FiQA2018": 44.41,
+ "HellaSwag": 29.29,
+ "HotpotQA": 60.9,
+ "MMarcoRetrieval": 69.86,
+ "MSMARCO": 40.91,
+ "MedicalRetrieval": 37.92,
+ "MintakaRetrieval (fr)": 29.94,
+ "NFCorpus": 36.97,
+ "NQ": 51.58,
+ "PIQA": 31.02,
+ "Quail": 5.83,
+ "QuoraRetrieval": 87.6,
+ "RARbCode": 83.39,
+ "RARbMath": 73.21,
+ "SCIDOCS": 18.36,
+ "SIQA": 3.14,
+ "SciFact": 72.75,
+ "SpartQA": 4.23,
+ "SyntecRetrieval": 85.97,
+ "T2Retrieval": 69.14,
+ "TRECCOVID": 68.47,
+ "TempReasonL1": 1.68,
+ "TempReasonL2Fact": 19.93,
+ "TempReasonL2Pure": 2.6,
+ "TempReasonL3Fact": 18.02,
+ "TempReasonL3Pure": 7.58,
+ "Touche2020": 21.61,
+ "VideoRetrieval": 43.85,
+ "WinoGrande": 19.65,
+ "XPQARetrieval (fr)": 73.0
}
]
},
"STS": {
"spearman": [
{
- "Model": "unsup-simcse-bert-base-uncased",
- "BIOSSES": 72.31,
- "SICK-R": 72.24,
- "STS12": 66.05,
- "STS13": 81.49,
- "STS14": 73.61,
- "STS15": 79.72,
- "STS16": 78.12,
- "STS17 (en-en)": 83.58,
- "STS22 (en)": 59.65,
- "STSBenchmark": 76.52
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "unsup-simcse-bert-base-uncased",
- "SummEval": 31.15
+ "Model": "text-embedding-ada-002",
+ "AFQMC": 23.88,
+ "ATEC": 29.25,
+ "BIOSSES": 86.35,
+ "BQ": 45.33,
+ "LCQMC": 68.41,
+ "PAWSX": 16.55,
+ "QBQTC": 30.27,
+ "SICK-R": 80.6,
+ "SICKFr": 76.28,
+ "STS12": 69.8,
+ "STS13": 83.27,
+ "STS14": 76.09,
+ "STS15": 86.12,
+ "STS16": 85.96,
+ "STS17 (en-en)": 90.25,
+ "STS22 (zh)": 62.53,
+ "STS22 (en)": 68.12,
+ "STS22 (tr)": 64.5,
+ "STS22 (fr)": 81.09,
+ "STSB": 70.61,
+ "STSBenchmark": 83.17,
+ "STSBenchmarkMultilingualSTS (fr)": 77.55
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "text-embedding-ada-002",
+ "SummEval": 30.8,
+ "SummEvalFr": 30.5
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "unsup-simcse-bert-base-uncased"
+ "Model": "text-embedding-ada-002"
}
]
}
},
- "SFR-Embedding-Mistral": {
+ "text-similarity-babbage-001": {
"BitextMining": {
"f1": [
{
- "Model": "SFR-Embedding-Mistral"
+ "Model": "text-similarity-babbage-001"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "SFR-Embedding-Mistral"
+ "Model": "text-similarity-babbage-001"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "SFR-Embedding-Mistral"
+ "Model": "text-similarity-babbage-001",
+ "RedditClustering": 45.64,
+ "StackExchangeClustering": 53.01,
+ "TwentyNewsgroupsClustering": 42.01
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "SFR-Embedding-Mistral"
+ "Model": "text-similarity-babbage-001",
+ "SprintDuplicateQuestions": 76.46,
+ "TwitterSemEval2015": 70.85,
+ "TwitterURLCorpus": 85.08
}
]
},
"Reranking": {
"map": [
{
- "Model": "SFR-Embedding-Mistral"
+ "Model": "text-similarity-babbage-001",
+ "AskUbuntuDupQuestions": 54.68,
+ "SciDocsRR": 72.78,
+ "StackOverflowDupQuestions": 40.65
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "SFR-Embedding-Mistral",
- "BrightRetrieval (sustainable_living)": 19.79,
- "BrightRetrieval (economics)": 17.84,
- "BrightRetrieval (theoremqa_theorems)": 24.05,
- "BrightRetrieval (aops)": 7.43,
- "BrightRetrieval (theoremqa_questions)": 23.05,
- "BrightRetrieval (psychology)": 18.97,
- "BrightRetrieval (stackoverflow)": 12.72,
- "BrightRetrieval (pony)": 1.97,
- "BrightRetrieval (leetcode)": 27.35,
- "BrightRetrieval (biology)": 19.49,
- "BrightRetrieval (earth_science)": 26.63,
- "BrightRetrieval (robotics)": 16.7
+ "Model": "text-similarity-babbage-001"
}
]
},
"STS": {
"spearman": [
{
- "Model": "SFR-Embedding-Mistral"
+ "Model": "text-similarity-babbage-001",
+ "BIOSSES": 78.12,
+ "SICK-R": 77.02,
+ "STSBenchmark": 84.32
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "SFR-Embedding-Mistral"
+ "Model": "text-similarity-babbage-001"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "SFR-Embedding-Mistral"
+ "Model": "text-similarity-babbage-001"
}
]
}
},
- "text-embedding-3-small": {
+ "bert-base-25lang-cased": {
"BitextMining": {
"f1": [
{
- "Model": "text-embedding-3-small"
+ "Model": "bert-base-25lang-cased"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text-embedding-3-small",
- "AmazonCounterfactualClassification (en)": 76.42,
- "AmazonPolarityClassification": 90.84,
- "AmazonReviewsClassification (en)": 45.73,
- "Banking77Classification": 83.01,
- "EmotionClassification": 50.63,
- "ImdbClassification": 83.66,
- "MTOPDomainClassification (en)": 93.91,
- "MTOPIntentClassification (en)": 70.98,
- "MassiveIntentClassification (en)": 72.86,
- "MassiveScenarioClassification (en)": 76.84,
- "ToxicConversationsClassification": 71.91,
- "TweetSentimentExtractionClassification": 61.72
+ "Model": "bert-base-25lang-cased",
+ "AmazonReviewsClassification (fr)": 29.39,
+ "MTOPDomainClassification (fr)": 63.63,
+ "MTOPIntentClassification (fr)": 37.86,
+ "MasakhaNEWSClassification (fra)": 63.91,
+ "MassiveIntentClassification (fr)": 37.3,
+ "MassiveScenarioClassification (fr)": 44.47
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "text-embedding-3-small",
- "ArxivClusteringP2P": 46.57,
- "ArxivClusteringS2S": 39.35,
- "BiorxivClusteringP2P": 37.77,
- "BiorxivClusteringS2S": 34.68,
- "MedrxivClusteringP2P": 32.77,
- "MedrxivClusteringS2S": 31.85,
- "RedditClustering": 64.09,
- "RedditClusteringP2P": 65.12,
- "StackExchangeClustering": 72.05,
- "StackExchangeClusteringP2P": 34.04,
- "TwentyNewsgroupsClustering": 54.81
+ "Model": "bert-base-25lang-cased",
+ "AlloProfClusteringP2P": 53.49,
+ "AlloProfClusteringS2S": 43.1,
+ "HALClusteringS2S": 19.78,
+ "MLSUMClusteringP2P": 40.73,
+ "MLSUMClusteringS2S": 31.94,
+ "MasakhaNEWSClusteringP2P (fra)": 24.23,
+ "MasakhaNEWSClusteringS2S (fra)": 24.46
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text-embedding-3-small",
- "OpusparcusPC (fr)": 94.45,
- "SprintDuplicateQuestions": 94.58,
- "TwitterSemEval2015": 73.33,
- "TwitterURLCorpus": 87.21
+ "Model": "bert-base-25lang-cased",
+ "OpusparcusPC (fr)": 86.79,
+ "PawsXPairClassification (fr)": 53.39
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-embedding-3-small",
- "AskUbuntuDupQuestions": 62.18,
- "MindSmallReranking": 29.93,
- "SciDocsRR": 83.25,
- "StackOverflowDupQuestions": 51.53
+ "Model": "bert-base-25lang-cased",
+ "AlloprofReranking": 36.25,
+ "SyntecReranking": 53.25
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text-embedding-3-small",
- "ARCChallenge": 14.63,
- "AlphaNLI": 30.61,
- "ArguAna": 55.49,
- "CQADupstackRetrieval": 42.58,
- "ClimateFEVER": 26.86,
- "DBPedia": 39.97,
- "FEVER": 79.42,
- "FiQA2018": 44.91,
- "HellaSwag": 30.94,
- "HotpotQA": 63.63,
- "MSMARCO": 37.02,
- "NFCorpus": 38.33,
- "NQ": 52.86,
- "PIQA": 33.69,
- "Quail": 6.11,
- "QuoraRetrieval": 88.83,
- "RARbCode": 72.03,
- "RARbMath": 71.07,
- "SCIDOCS": 20.8,
- "SIQA": 3.03,
- "SciFact": 73.37,
- "SpartQA": 6.63,
- "TRECCOVID": 77.9,
- "TempReasonL1": 2.35,
- "TempReasonL2Fact": 25.68,
- "TempReasonL2Pure": 2.76,
- "TempReasonL3Fact": 22.09,
- "TempReasonL3Pure": 9.79,
- "Touche2020": 24.28,
- "WinoGrande": 31.53
+ "Model": "bert-base-25lang-cased",
+ "AlloprofRetrieval": 1.6,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 3.55,
+ "SyntecRetrieval": 18.95,
+ "XPQARetrieval (fr)": 18.46
}
]
},
"STS": {
"spearman": [
{
- "Model": "text-embedding-3-small",
- "BIOSSES": 88.72,
- "SICK-R": 76.73,
- "STS12": 73.09,
- "STS13": 84.92,
- "STS14": 79.81,
- "STS15": 88.01,
- "STS16": 84.41,
- "STS17 (en-en)": 90.94,
- "STS22 (en)": 64.96,
- "STSBenchmark": 84.24
+ "Model": "bert-base-25lang-cased",
+ "SICKFr": 58.76,
+ "STS22 (fr)": 38.77,
+ "STSBenchmarkMultilingualSTS (fr)": 52.25
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text-embedding-3-small",
- "SummEval": 31.12
+ "Model": "bert-base-25lang-cased",
+ "SummEvalFr": 28.84
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text-embedding-3-small"
+ "Model": "bert-base-25lang-cased"
}
]
}
},
- "Cohere-embed-english-v3.0-instruct": {
+ "USER-base": {
"BitextMining": {
"f1": [
{
- "Model": "Cohere-embed-english-v3.0-instruct"
+ "Model": "USER-base",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 90.2
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "Cohere-embed-english-v3.0-instruct"
+ "Model": "USER-base",
+ "GeoreviewClassification (rus-Cyrl)": 47.23,
+ "HeadlineClassification (rus-Cyrl)": 74.88,
+ "InappropriatenessClassification (rus-Cyrl)": 61.94,
+ "KinopoiskClassification (rus-Cyrl)": 55.69,
+ "MassiveIntentClassification (rus-Cyrl)": 65.57,
+ "MassiveScenarioClassification (rus-Cyrl)": 68.33,
+ "RuReviewsClassification (rus-Cyrl)": 66.44,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.55,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.28
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "Cohere-embed-english-v3.0-instruct"
+ "Model": "USER-base",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 64.16,
+ "MLSUMClusteringP2P (rus-Cyrl)": 48.09,
+ "MLSUMClusteringS2S (rus-Cyrl)": 45.73,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.38,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.73
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "Cohere-embed-english-v3.0-instruct"
+ "Model": "USER-base",
+ "OpusparcusPC (rus-Cyrl)": 91.65,
+ "TERRa (rus-Cyrl)": 60.02
}
]
},
"Reranking": {
"map": [
{
- "Model": "Cohere-embed-english-v3.0-instruct"
+ "Model": "USER-base",
+ "RuBQReranking (rus-Cyrl)": 64.42
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "Cohere-embed-english-v3.0-instruct",
- "ARCChallenge": 10.1,
- "AlphaNLI": 18.75,
- "HellaSwag": 29.02,
- "PIQA": 27.89,
- "Quail": 7.77,
- "RARbCode": 56.56,
- "RARbMath": 72.05,
- "SIQA": 5.03,
- "SpartQA": 3.33,
- "TempReasonL1": 1.43,
- "TempReasonL2Fact": 40.46,
- "TempReasonL2Pure": 2.39,
- "TempReasonL3Fact": 33.87,
- "TempReasonL3Pure": 7.52,
- "WinoGrande": 65.02
+ "Model": "USER-base",
+ "RiaNewsRetrieval (rus-Cyrl)": 77.83,
+ "RuBQRetrieval (rus-Cyrl)": 56.86
}
]
},
"STS": {
"spearman": [
{
- "Model": "Cohere-embed-english-v3.0-instruct"
+ "Model": "USER-base",
+ "RUParaPhraserSTS (rus-Cyrl)": 73.56,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 82.26,
+ "STS22 (rus-Cyrl)": 63.39,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "Cohere-embed-english-v3.0-instruct"
+ "Model": "USER-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "Cohere-embed-english-v3.0-instruct"
+ "Model": "USER-base"
}
]
}
},
- "voyage-2": {
+ "paraphrase-multilingual-mpnet-base-v2": {
"BitextMining": {
"f1": [
{
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}
]
},
"Classification": {
"accuracy": [
{
- "Model": "voyage-2",
- "AmazonReviewsClassification (fr)": 37.26,
- "MTOPDomainClassification (fr)": 79.79,
- "MTOPIntentClassification (fr)": 45.62,
- "MasakhaNEWSClassification (fra)": 80.19,
- "MassiveIntentClassification (fr)": 53.7,
- "MassiveScenarioClassification (fr)": 62.46
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "voyage-2",
- "AlloProfClusteringP2P": 57.96,
- "AlloProfClusteringS2S": 41.65,
- "HALClusteringS2S": 24.84,
- "MLSUMClusteringP2P": 45.08,
- "MLSUMClusteringS2S": 38.77,
- "MasakhaNEWSClusteringP2P (fra)": 48.54,
- "MasakhaNEWSClusteringS2S (fra)": 36.33
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "voyage-2",
- "OpusparcusPC (fr)": 89.76,
- "PawsXPairClassification (fr)": 58.96
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "voyage-2",
- "AlloprofReranking": 63.54,
- "SyntecReranking": 82.65
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "voyage-2",
- "AlloprofRetrieval": 45.5,
- "BSARDRetrieval": 0.15,
- "MintakaRetrieval (fr)": 15.51,
- "SyntecRetrieval": 75.83,
- "XPQARetrieval (fr)": 67.07
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "voyage-2",
- "SICKFr": 68.51,
- "STS22 (fr)": 70.51,
- "STSBenchmarkMultilingualSTS (fr)": 76.43
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "voyage-2",
- "SummEvalFr": 30.88
+ "Model": "paraphrase-multilingual-mpnet-base-v2",
+ "AllegroReviews": 33.86,
+ "AllegroReviews (pol-Latn)": 33.89,
+ "AmazonCounterfactualClassification (de)": 69.95,
+ "AmazonCounterfactualClassification (en)": 75.81,
+ "AmazonCounterfactualClassification (en-ext)": 76.25,
+ "AmazonCounterfactualClassification (ja)": 69.79,
+ "AmazonCounterfactualClassification (deu-Latn)": 69.96,
+ "AmazonCounterfactualClassification (jpn-Jpan)": 69.78,
+ "AmazonPolarityClassification": 76.41,
+ "AmazonReviewsClassification (de)": 39.52,
+ "AmazonReviewsClassification (en)": 38.52,
+ "AmazonReviewsClassification (es)": 39.99,
+ "AmazonReviewsClassification (fr)": 39.0,
+ "AmazonReviewsClassification (ja)": 36.64,
+ "AmazonReviewsClassification (zh)": 37.74,
+ "AmazonReviewsClassification (deu-Latn)": 39.53,
+ "AmazonReviewsClassification (spa-Latn)": 39.97,
+ "AmazonReviewsClassification (fra-Latn)": 38.98,
+ "AmazonReviewsClassification (jpn-Jpan)": 36.65,
+ "AmazonReviewsClassification (cmn-Hans)": 37.74,
+ "AngryTweetsClassification (dan-Latn)": 54.84,
+ "Banking77Classification": 81.1,
+ "CBD": 65.0,
+ "CBD (pol-Latn)": 64.97,
+ "DanishPoliticalCommentsClassification (dan-Latn)": 40.96,
+ "EmotionClassification": 45.85,
+ "GeoreviewClassification (rus-Cyrl)": 42.33,
+ "HeadlineClassification (rus-Cyrl)": 70.35,
+ "IFlyTek (cmn-Hans)": 43.98,
+ "ImdbClassification": 64.58,
+ "InappropriatenessClassification (rus-Cyrl)": 59.32,
+ "JDReview (cmn-Hans)": 70.34,
+ "KinopoiskClassification (rus-Cyrl)": 44.31,
+ "LccSentimentClassification (dan-Latn)": 58.4,
+ "MTOPDomainClassification (de)": 85.73,
+ "MTOPDomainClassification (en)": 89.24,
+ "MTOPDomainClassification (es)": 86.96,
+ "MTOPDomainClassification (fr)": 81.21,
+ "MTOPDomainClassification (hi)": 84.76,
+ "MTOPDomainClassification (th)": 82.51,
+ "MTOPDomainClassification (deu-Latn)": 85.73,
+ "MTOPDomainClassification (spa-Latn)": 86.98,
+ "MTOPDomainClassification (fra-Latn)": 81.21,
+ "MTOPDomainClassification (hin-Deva)": 84.76,
+ "MTOPDomainClassification (tha-Thai)": 82.51,
+ "MTOPIntentClassification (de)": 61.27,
+ "MTOPIntentClassification (en)": 68.69,
+ "MTOPIntentClassification (es)": 66.59,
+ "MTOPIntentClassification (fr)": 59.76,
+ "MTOPIntentClassification (hi)": 62.37,
+ "MTOPIntentClassification (th)": 64.8,
+ "MTOPIntentClassification (deu-Latn)": 61.26,
+ "MTOPIntentClassification (spa-Latn)": 66.6,
+ "MTOPIntentClassification (fra-Latn)": 59.75,
+ "MTOPIntentClassification (hin-Deva)": 62.38,
+ "MTOPIntentClassification (tha-Thai)": 64.77,
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+ "MasakhaNEWSClassification (amh-Ethi)": 78.83,
+ "MasakhaNEWSClassification (eng)": 75.39,
+ "MasakhaNEWSClassification (fra-Latn)": 72.94,
+ "MasakhaNEWSClassification (hau-Latn)": 54.49,
+ "MasakhaNEWSClassification (ibo-Latn)": 46.79,
+ "MasakhaNEWSClassification (lin-Latn)": 69.77,
+ "MasakhaNEWSClassification (lug-Latn)": 43.05,
+ "MasakhaNEWSClassification (orm-Ethi)": 41.97,
+ "MasakhaNEWSClassification (pcm-Latn)": 90.2,
+ "MasakhaNEWSClassification (run-Latn)": 49.97,
+ "MasakhaNEWSClassification (sna-Latn)": 59.78,
+ "MasakhaNEWSClassification (som-Latn)": 47.65,
+ "MasakhaNEWSClassification (swa-Latn)": 60.42,
+ "MasakhaNEWSClassification (tir-Ethi)": 45.04,
+ "MasakhaNEWSClassification (xho-Latn)": 48.82,
+ "MasakhaNEWSClassification (yor-Latn)": 58.3,
+ "MassiveIntentClassification (pl)": 64.29,
+ "MassiveIntentClassification (fr)": 61.88,
+ "MassiveIntentClassification (mal-Mlym)": 54.34,
+ "MassiveIntentClassification (tel-Telu)": 52.85,
+ "MassiveIntentClassification (jpn-Jpan)": 63.76,
+ "MassiveIntentClassification (nld-Latn)": 63.57,
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+ "MassiveIntentClassification (heb-Hebr)": 58.25,
+ "MassiveIntentClassification (tam-Taml)": 50.18,
+ "MassiveIntentClassification (slv-Latn)": 63.5,
+ "MassiveIntentClassification (tha-Thai)": 61.12,
+ "MassiveIntentClassification (fra-Latn)": 64.8,
+ "MassiveIntentClassification (ind-Latn)": 65.43,
+ "MassiveIntentClassification (amh-Ethi)": 41.56,
+ "MassiveIntentClassification (en)": 69.32,
+ "MassiveIntentClassification (nob-Latn)": 62.62,
+ "MassiveIntentClassification (kan-Knda)": 50.62,
+ "MassiveIntentClassification (dan-Latn)": 62.8,
+ "MassiveIntentClassification (ell-Grek)": 62.63,
+ "MassiveIntentClassification (msa-Latn)": 60.72,
+ "MassiveIntentClassification (ita-Latn)": 64.69,
+ "MassiveIntentClassification (tur-Latn)": 64.58,
+ "MassiveIntentClassification (ben-Beng)": 48.79,
+ "MassiveIntentClassification (aze-Latn)": 56.98,
+ "MassiveIntentClassification (tgl-Latn)": 38.83,
+ "MassiveIntentClassification (mon-Cyrl)": 56.61,
+ "MassiveIntentClassification (urd-Arab)": 56.36,
+ "MassiveIntentClassification (vie-Latn)": 59.71,
+ "MassiveIntentClassification (cmo-Hans)": 65.32,
+ "MassiveIntentClassification (cym-Latn)": 27.89,
+ "MassiveIntentClassification (rus-Cyrl)": 63.23,
+ "MassiveIntentClassification (mya-Mymr)": 57.08,
+ "MassiveIntentClassification (hun-Latn)": 63.85,
+ "MassiveIntentClassification (hin-Deva)": 62.79,
+ "MassiveIntentClassification (hye-Armn)": 57.76,
+ "MassiveIntentClassification (kat-Geor)": 49.88,
+ "MassiveIntentClassification (fin-Latn)": 62.26,
+ "MassiveIntentClassification (ara-Arab)": 51.43,
+ "MassiveIntentClassification (por-Latn)": 64.88,
+ "MassiveIntentClassification (pol-Latn)": 64.32,
+ "MassiveIntentClassification (isl-Latn)": 37.09,
+ "MassiveIntentClassification (afr-Latn)": 52.35,
+ "MassiveIntentClassification (fas-Arab)": 65.33,
+ "MassiveIntentClassification (khm-Khmr)": 45.48,
+ "MassiveIntentClassification (kor-Kore)": 61.84,
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+ "MassiveIntentClassification (cmo-Hant)": 62.33,
+ "MassiveIntentClassification (ron-Latn)": 62.83,
+ "MassiveIntentClassification (sqi-Latn)": 62.48,
+ "MassiveIntentClassification (swa-Latn)": 31.93,
+ "MassiveIntentClassification (swe-Latn)": 64.71,
+ "MassiveIntentClassification (deu-Latn)": 59.56,
+ "MassiveIntentClassification (lav-Latn)": 61.29,
+ "MassiveScenarioClassification (pl)": 68.98,
+ "MassiveScenarioClassification (fr)": 67.9,
+ "MassiveScenarioClassification (tam-Taml)": 55.97,
+ "MassiveScenarioClassification (heb-Hebr)": 65.16,
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+ "MassiveScenarioClassification (vie-Latn)": 65.7,
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+ "STS17 (ko-ko)": 83.41,
+ "STS17 (nl-en)": 82.51,
+ "STS17 (eng-Latn_deu-Latn)": 83.28,
+ "STS17 (eng-Latn_tur-Latn)": 74.9,
+ "STS17 (eng-Latn_ara-Arab)": 80.85,
+ "STS17 (ara-Arab)": 79.1,
+ "STS17 (nld-Latn_eng-Latn)": 82.51,
+ "STS17 (fra-Latn_eng-Latn)": 81.17,
+ "STS17 (ita-Latn_eng-Latn)": 84.24,
+ "STS17 (spa-Latn_eng-Latn)": 86.11,
+ "STS17 (spa-Latn)": 85.14,
+ "STS17 (kor-Hang)": 83.41,
+ "STS22 (pl)": 33.64,
+ "STS22 (fr)": 74.3,
+ "STS22 (spa-Latn)": 59.91,
+ "STS22 (en)": 63.52,
+ "STS22 (spa-Latn_ita-Latn)": 53.7,
+ "STS22 (pol-Latn)": 33.65,
+ "STS22 (ara-Arab)": 52.19,
+ "STS22 (deu-Latn)": 46.7,
+ "STS22 (fra-Latn)": 74.3,
+ "STS22 (deu-Latn_pol-Latn)": 40.53,
+ "STS22 (tur-Latn)": 56.3,
+ "STS22 (cmn-Hans_eng-Latn)": 67.96,
+ "STS22 (pol-Latn_eng-Latn)": 73.07,
+ "STS22 (rus-Cyrl)": 58.74,
+ "STS22 (cmn-Hans)": 61.75,
+ "STS22 (spa-Latn_eng-Latn)": 70.26,
+ "STS22 (fra-Latn_pol-Latn)": 84.52,
+ "STS22 (deu-Latn_eng-Latn)": 50.81,
+ "STS22 (deu-Latn_fra-Latn)": 62.34,
+ "STS22 (ita-Latn)": 60.65,
+ "STSB (cmn-Hans)": 80.84,
+ "STSBenchmark": 86.82,
+ "STSBenchmarkMultilingualSTS (fr)": 84.69,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 83.36,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 83.56,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 84.69,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 84.61,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.98,
+ "STSBenchmarkMultilingualSTS (en)": 86.82,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.45,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 84.0,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 84.09,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 81.46
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "elser-v2",
- "SummEval": 31.03
+ "Model": "paraphrase-multilingual-mpnet-base-v2",
+ "SummEval": 31.57,
+ "SummEvalFr": 29.47,
+ "SummEvalFr (fra-Latn)": 29.47
}
]
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"p-MRR": [
{
- "Model": "elser-v2"
+ "Model": "paraphrase-multilingual-mpnet-base-v2"
}
]
}
},
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+ "sentence-t5-xl": {
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{
- "Model": "gtr-t5-xxl"
- }
- ]
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- "AmazonCounterfactualClassification (en)": 67.3,
- "AmazonPolarityClassification": 75.05,
- "AmazonReviewsClassification (en)": 37.3,
- "Banking77Classification": 82.32,
- "EmotionClassification": 43.19,
- "ImdbClassification": 70.8,
- "MTOPDomainClassification (en)": 93.84,
- "MTOPIntentClassification (en)": 67.71,
- "MassiveIntentClassification (en)": 70.61,
- "MassiveScenarioClassification (en)": 77.77,
- "ToxicConversationsClassification": 68.48,
- "TweetSentimentExtractionClassification": 54.54
- }
- ]
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- "ArxivClusteringP2P": 37.9,
- "ArxivClusteringS2S": 32.39,
- "BiorxivClusteringP2P": 30.48,
- "BiorxivClusteringS2S": 27.5,
- "MedrxivClusteringP2P": 29.12,
- "MedrxivClusteringS2S": 27.56,
- "RedditClustering": 64.13,
- "RedditClusteringP2P": 62.84,
- "StackExchangeClustering": 71.43,
- "StackExchangeClusteringP2P": 32.85,
- "TwentyNewsgroupsClustering": 50.44
- }
- ]
- },
- "PairClassification": {
- "ap": [
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- "Model": "gtr-t5-xxl",
- "SprintDuplicateQuestions": 95.68,
- "TwitterSemEval2015": 77.54,
- "TwitterURLCorpus": 85.13
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "gtr-t5-xxl",
- "AskUbuntuDupQuestions": 63.23,
- "MindSmallReranking": 31.93,
- "SciDocsRR": 77.96,
- "StackOverflowDupQuestions": 53.5
- }
- ]
- },
- "Retrieval": {
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- "Model": "gtr-t5-xxl",
- "ArguAna": 53.77,
- "CQADupstackRetrieval": 38.56,
- "ClimateFEVER": 27.21,
- "DBPedia": 41.28,
- "FEVER": 74.08,
- "FiQA2018": 46.78,
- "HotpotQA": 59.67,
- "MSMARCO": 44.05,
- "NFCorpus": 34.18,
- "NQ": 57.24,
- "QuoraRetrieval": 89.09,
- "SCIDOCS": 15.88,
- "SciFact": 66.77,
- "TRECCOVID": 51.9,
- "Touche2020": 26.76
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "gtr-t5-xxl",
- "BIOSSES": 81.91,
- "SICK-R": 74.29,
- "STS12": 70.12,
- "STS13": 82.72,
- "STS14": 78.24,
- "STS15": 86.26,
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- "STS17 (en-en)": 85.18,
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- }
- ]
- },
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- "Model": "gtr-t5-xxl",
- "SummEval": 30.64
- }
- ]
- },
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- "Model": "gtr-t5-xxl"
- }
- ]
- }
- },
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- {
- "Model": "norbert3-large",
- "BornholmBitextMining": 2.9
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+ "BUCC (de-en)": 95.04,
+ "BUCC (fr-en)": 94.96,
+ "BUCC (ru-en)": 8.33,
+ "BUCC (zh-en)": 1.3,
+ "Tatoeba (afr-eng)": 41.84,
+ "Tatoeba (amh-eng)": 0.03,
+ "Tatoeba (ang-eng)": 37.87,
+ "Tatoeba (ara-eng)": 0.61,
+ "Tatoeba (arq-eng)": 0.74,
+ "Tatoeba (arz-eng)": 0.42,
+ "Tatoeba (ast-eng)": 65.41,
+ "Tatoeba (awa-eng)": 1.46,
+ "Tatoeba (aze-eng)": 8.79,
+ "Tatoeba (bel-eng)": 5.76,
+ "Tatoeba (ben-eng)": 0.01,
+ "Tatoeba (ber-eng)": 5.92,
+ "Tatoeba (bos-eng)": 16.12,
+ "Tatoeba (bre-eng)": 6.12,
+ "Tatoeba (bul-eng)": 9.06,
+ "Tatoeba (cat-eng)": 57.4,
+ "Tatoeba (cbk-eng)": 57.68,
+ "Tatoeba (ceb-eng)": 12.56,
+ "Tatoeba (ces-eng)": 9.47,
+ "Tatoeba (cha-eng)": 27.13,
+ "Tatoeba (cmn-eng)": 1.82,
+ "Tatoeba (cor-eng)": 3.87,
+ "Tatoeba (csb-eng)": 14.41,
+ "Tatoeba (cym-eng)": 6.69,
+ "Tatoeba (dan-eng)": 54.87,
+ "Tatoeba (deu-eng)": 93.72,
+ "Tatoeba (dsb-eng)": 14.74,
+ "Tatoeba (dtp-eng)": 5.84,
+ "Tatoeba (ell-eng)": 0.6,
+ "Tatoeba (epo-eng)": 30.8,
+ "Tatoeba (est-eng)": 5.39,
+ "Tatoeba (eus-eng)": 11.9,
+ "Tatoeba (fao-eng)": 28.08,
+ "Tatoeba (fin-eng)": 6.81,
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+ "Tatoeba (fry-eng)": 38.68,
+ "Tatoeba (gla-eng)": 2.96,
+ "Tatoeba (gle-eng)": 3.74,
+ "Tatoeba (glg-eng)": 70.0,
+ "Tatoeba (gsw-eng)": 30.49,
+ "Tatoeba (heb-eng)": 0.87,
+ "Tatoeba (hin-eng)": 0.1,
+ "Tatoeba (hrv-eng)": 17.43,
+ "Tatoeba (hsb-eng)": 14.69,
+ "Tatoeba (hun-eng)": 7.28,
+ "Tatoeba (hye-eng)": 0.77,
+ "Tatoeba (ido-eng)": 46.65,
+ "Tatoeba (ile-eng)": 59.43,
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+ "Tatoeba (kzj-eng)": 6.13,
+ "Tatoeba (lat-eng)": 27.84,
+ "Tatoeba (lfn-eng)": 45.89,
+ "Tatoeba (lit-eng)": 5.94,
+ "Tatoeba (lvs-eng)": 8.11,
+ "Tatoeba (mal-eng)": 0.59,
+ "Tatoeba (mar-eng)": 0.03,
+ "Tatoeba (max-eng)": 21.7,
+ "Tatoeba (mhr-eng)": 0.68,
+ "Tatoeba (mkd-eng)": 5.92,
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+ "Tatoeba (nds-eng)": 45.04,
+ "Tatoeba (nld-eng)": 64.75,
+ "Tatoeba (nno-eng)": 36.74,
+ "Tatoeba (nob-eng)": 54.77,
+ "Tatoeba (nov-eng)": 57.12,
+ "Tatoeba (oci-eng)": 34.39,
+ "Tatoeba (orv-eng)": 2.04,
+ "Tatoeba (pam-eng)": 8.34,
+ "Tatoeba (pes-eng)": 0.87,
+ "Tatoeba (pms-eng)": 38.06,
+ "Tatoeba (pol-eng)": 28.35,
+ "Tatoeba (por-eng)": 83.61,
+ "Tatoeba (ron-eng)": 65.27,
+ "Tatoeba (rus-eng)": 30.42,
+ "Tatoeba (slk-eng)": 13.19,
+ "Tatoeba (slv-eng)": 13.49,
+ "Tatoeba (spa-eng)": 89.18,
+ "Tatoeba (sqi-eng)": 14.66,
+ "Tatoeba (srp-eng)": 13.24,
+ "Tatoeba (swe-eng)": 60.67,
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+ "Tatoeba (swh-eng)": 8.07,
+ "Tatoeba (tam-eng)": 0.36,
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+ "Tatoeba (tel-eng)": 0.67,
+ "Tatoeba (tgl-eng)": 25.22,
+ "Tatoeba (tha-eng)": 1.58,
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+ "Tatoeba (tur-eng)": 7.72,
+ "Tatoeba (tzl-eng)": 38.49,
+ "Tatoeba (uig-eng)": 0.87,
+ "Tatoeba (ukr-eng)": 9.12,
+ "Tatoeba (urd-eng)": 0.0,
+ "Tatoeba (uzb-eng)": 5.48,
+ "Tatoeba (vie-eng)": 8.45,
+ "Tatoeba (war-eng)": 13.75,
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+ "Tatoeba (xho-eng)": 9.15,
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}
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"Classification": {
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- "DanishPoliticalCommentsClassification": 33.53,
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- "MassiveIntentClassification (da)": 45.98,
- "MassiveIntentClassification (nb)": 47.42,
- "MassiveIntentClassification (sv)": 48.47,
- "MassiveScenarioClassification (da)": 50.51,
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- "NordicLangClassification": 84.25,
- "NorwegianParliament": 58.85,
- "ScalaDaClassification": 60.72,
- "ScalaNbClassification": 66.79
- }
- ]
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- "Model": "norbert3-large"
- }
- ]
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- "Model": "norbert3-large"
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- "Model": "norbert3-large"
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- ]
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- "Model": "norbert3-large"
- }
- ]
- },
- "STS": {
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- {
- "Model": "norbert3-large"
- }
- ]
- },
- "Summarization": {
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- {
- "Model": "norbert3-large"
- }
- ]
- },
- "InstructionRetrieval": {
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- {
- "Model": "norbert3-large"
- }
- ]
- }
- },
- "sentence-bert-swedish-cased": {
- "BitextMining": {
- "f1": [
- {
- "Model": "sentence-bert-swedish-cased",
- "BornholmBitextMining": 14.08
- }
- ]
- },
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- "Model": "sentence-bert-swedish-cased",
- "AngryTweetsClassification": 44.46,
- "DKHateClassification": 59.36,
- "DanishPoliticalCommentsClassification": 28.32,
- "LccSentimentClassification": 47.2,
- "MassiveIntentClassification (da)": 42.84,
- "MassiveIntentClassification (nb)": 42.74,
- "MassiveIntentClassification (sv)": 69.11,
- "MassiveScenarioClassification (da)": 49.64,
- "MassiveScenarioClassification (nb)": 49.49,
- "MassiveScenarioClassification (sv)": 75.96,
- "NoRecClassification": 43.53,
- "NordicLangClassification": 51.45,
- "NorwegianParliament": 55.74,
- "ScalaDaClassification": 50.12,
- "ScalaNbClassification": 50.34
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+ "AmazonCounterfactualClassification (de)": 67.01,
+ "AmazonCounterfactualClassification (en)": 76.01,
+ "AmazonCounterfactualClassification (en-ext)": 77.29,
+ "AmazonCounterfactualClassification (ja)": 45.61,
+ "AmazonPolarityClassification": 93.17,
+ "AmazonReviewsClassification (de)": 44.05,
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+ "AmazonReviewsClassification (es)": 45.01,
+ "AmazonReviewsClassification (fr)": 43.52,
+ "AmazonReviewsClassification (ja)": 22.23,
+ "AmazonReviewsClassification (zh)": 21.88,
+ "Banking77Classification": 80.88,
+ "EmotionClassification": 51.95,
+ "ImdbClassification": 87.54,
+ "MTOPDomainClassification (de)": 83.28,
+ "MTOPDomainClassification (en)": 90.73,
+ "MTOPDomainClassification (es)": 85.32,
+ "MTOPDomainClassification (fr)": 85.14,
+ "MTOPDomainClassification (hi)": 20.85,
+ "MTOPDomainClassification (th)": 15.62,
+ "MTOPIntentClassification (de)": 54.65,
+ "MTOPIntentClassification (en)": 68.15,
+ "MTOPIntentClassification (es)": 57.38,
+ "MTOPIntentClassification (fr)": 54.39,
+ "MTOPIntentClassification (hi)": 3.28,
+ "MTOPIntentClassification (th)": 5.08,
+ "MasakhaNEWSClassification (fra)": 80.09,
+ "MassiveIntentClassification (af)": 40.17,
+ "MassiveIntentClassification (am)": 2.18,
+ "MassiveIntentClassification (ar)": 4.18,
+ "MassiveIntentClassification (az)": 30.02,
+ "MassiveIntentClassification (bn)": 2.6,
+ "MassiveIntentClassification (cy)": 29.15,
+ "MassiveIntentClassification (da)": 47.69,
+ "MassiveIntentClassification (de)": 57.43,
+ "MassiveIntentClassification (el)": 9.96,
+ "MassiveIntentClassification (en)": 72.09,
+ "MassiveIntentClassification (es)": 57.97,
+ "MassiveIntentClassification (fa)": 3.6,
+ "MassiveIntentClassification (fi)": 34.02,
+ "MassiveIntentClassification (fr)": 60.99,
+ "MassiveIntentClassification (he)": 2.51,
+ "MassiveIntentClassification (hi)": 3.02,
+ "MassiveIntentClassification (hu)": 31.66,
+ "MassiveIntentClassification (hy)": 3.32,
+ "MassiveIntentClassification (id)": 41.53,
+ "MassiveIntentClassification (is)": 30.25,
+ "MassiveIntentClassification (it)": 56.57,
+ "MassiveIntentClassification (ja)": 3.5,
+ "MassiveIntentClassification (jv)": 31.67,
+ "MassiveIntentClassification (ka)": 2.79,
+ "MassiveIntentClassification (km)": 5.43,
+ "MassiveIntentClassification (kn)": 2.79,
+ "MassiveIntentClassification (ko)": 2.67,
+ "MassiveIntentClassification (lv)": 34.25,
+ "MassiveIntentClassification (ml)": 2.98,
+ "MassiveIntentClassification (mn)": 20.99,
+ "MassiveIntentClassification (ms)": 37.43,
+ "MassiveIntentClassification (my)": 4.02,
+ "MassiveIntentClassification (nb)": 45.91,
+ "MassiveIntentClassification (nl)": 50.51,
+ "MassiveIntentClassification (pl)": 43.95,
+ "MassiveIntentClassification (pt)": 57.95,
+ "MassiveIntentClassification (ro)": 49.37,
+ "MassiveIntentClassification (ru)": 33.46,
+ "MassiveIntentClassification (sl)": 36.33,
+ "MassiveIntentClassification (sq)": 37.65,
+ "MassiveIntentClassification (sv)": 46.35,
+ "MassiveIntentClassification (sw)": 30.6,
+ "MassiveIntentClassification (ta)": 1.79,
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+ "MassiveIntentClassification (th)": 4.02,
+ "MassiveIntentClassification (tl)": 38.92,
+ "MassiveIntentClassification (tr)": 32.05,
+ "MassiveIntentClassification (ur)": 2.7,
+ "MassiveIntentClassification (vi)": 21.47,
+ "MassiveIntentClassification (zh-CN)": 0.59,
+ "MassiveIntentClassification (zh-TW)": 3.24,
+ "MassiveScenarioClassification (af)": 50.81,
+ "MassiveScenarioClassification (am)": 6.95,
+ "MassiveScenarioClassification (ar)": 12.32,
+ "MassiveScenarioClassification (az)": 38.79,
+ "MassiveScenarioClassification (bn)": 8.0,
+ "MassiveScenarioClassification (cy)": 33.91,
+ "MassiveScenarioClassification (da)": 55.79,
+ "MassiveScenarioClassification (de)": 65.33,
+ "MassiveScenarioClassification (el)": 16.89,
+ "MassiveScenarioClassification (en)": 73.26,
+ "MassiveScenarioClassification (es)": 62.52,
+ "MassiveScenarioClassification (fa)": 6.08,
+ "MassiveScenarioClassification (fi)": 43.34,
+ "MassiveScenarioClassification (fr)": 66.42,
+ "MassiveScenarioClassification (he)": 7.55,
+ "MassiveScenarioClassification (hi)": 7.44,
+ "MassiveScenarioClassification (hu)": 40.85,
+ "MassiveScenarioClassification (hy)": 9.25,
+ "MassiveScenarioClassification (id)": 51.92,
+ "MassiveScenarioClassification (is)": 40.09,
+ "MassiveScenarioClassification (it)": 62.94,
+ "MassiveScenarioClassification (ja)": 7.9,
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+ "MassiveScenarioClassification (ka)": 7.76,
+ "MassiveScenarioClassification (km)": 9.19,
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+ "MassiveScenarioClassification (ko)": 6.13,
+ "MassiveScenarioClassification (lv)": 40.7,
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+ "MassiveScenarioClassification (ms)": 46.9,
+ "MassiveScenarioClassification (my)": 9.55,
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+ "MassiveScenarioClassification (nl)": 59.65,
+ "MassiveScenarioClassification (pl)": 49.87,
+ "MassiveScenarioClassification (pt)": 62.18,
+ "MassiveScenarioClassification (ro)": 58.22,
+ "MassiveScenarioClassification (ru)": 40.73,
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+ "MassiveScenarioClassification (sv)": 57.17,
+ "MassiveScenarioClassification (sw)": 40.55,
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+ "MassiveScenarioClassification (te)": 7.03,
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+ "MassiveScenarioClassification (tl)": 51.74,
+ "MassiveScenarioClassification (tr)": 43.01,
+ "MassiveScenarioClassification (ur)": 9.61,
+ "MassiveScenarioClassification (vi)": 28.91,
+ "MassiveScenarioClassification (zh-CN)": 5.86,
+ "MassiveScenarioClassification (zh-TW)": 7.14,
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}
]
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"Clustering": {
"v_measure": [
{
- "Model": "sentence-bert-swedish-cased"
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+ "AlloProfClusteringS2S": 40.76,
+ "ArxivClusteringP2P": 41.62,
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+ "BiorxivClusteringP2P": 36.43,
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+ "HALClusteringS2S": 20.28,
+ "MLSUMClusteringP2P": 41.61,
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+ "MedrxivClusteringP2P": 32.3,
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}
]
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+ "SICK-R-PL": 69.46,
+ "SICKFr (fra-Latn)": 74.67,
+ "SICKFr": 75.62,
+ "STS12": 76.56,
+ "STS13": 76.97,
+ "STS14": 75.52,
+ "STS15": 87.12,
+ "STS16": 83.63,
+ "STS17 (ita-Latn_eng-Latn)": 77.31,
+ "STS17 (en-en)": 86.42,
+ "STS17 (eng-Latn_ara-Arab)": 57.39,
+ "STS17 (eng-Latn_tur-Latn)": 55.93,
+ "STS17 (spa-Latn_eng-Latn)": 72.43,
+ "STS17 (kor-Hang)": 78.87,
+ "STS17 (spa-Latn)": 84.83,
+ "STS17 (eng-Latn_deu-Latn)": 76.82,
+ "STS17 (fra-Latn_eng-Latn)": 72.28,
+ "STS17 (nld-Latn_eng-Latn)": 75.43,
+ "STS17 (ara-Arab)": 73.0,
+ "STS22 (ita-Latn)": 76.53,
+ "STS22 (en)": 61.25,
+ "STS22 (pol-Latn_eng-Latn)": 72.69,
+ "STS22 (cmn-Hans)": 66.85,
+ "STS22 (fra-Latn)": 76.58,
+ "STS22 (deu-Latn)": 53.45,
+ "STS22 (fra-Latn_pol-Latn)": 84.52,
+ "STS22 (deu-Latn_pol-Latn)": 28.24,
+ "STS22 (spa-Latn_eng-Latn)": 74.2,
+ "STS22 (spa-Latn)": 66.86,
+ "STS22 (rus-Cyrl)": 59.9,
+ "STS22 (spa-Latn_ita-Latn)": 71.74,
+ "STS22 (pol-Latn)": 35.78,
+ "STS22 (tur-Latn)": 63.69,
+ "STS22 (ara-Arab)": 56.65,
+ "STS22 (cmn-Hans_eng-Latn)": 65.32,
+ "STS22 (deu-Latn_eng-Latn)": 56.07,
+ "STS22 (deu-Latn_fra-Latn)": 60.62,
+ "STS22 (pl)": 35.8,
+ "STSB (cmn-Hans)": 77.73,
+ "STSB": 77.73,
+ "STSBenchmark": 84.11,
+ "STSBenchmarkMultilingualSTS (en)": 84.11,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 78.49,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.24,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 80.31,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 79.17,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 79.2,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 76.04,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 72.61,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 77.39,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 78.21,
+ "STSBenchmarkMultilingualSTS (fr)": 79.32
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "gelectra-large"
+ "Model": "multilingual-e5-small",
+ "SummEval": 30.04,
+ "SummEvalFr (fra-Latn)": 31.14,
+ "SummEvalFr": 31.85
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "gelectra-large"
+ "Model": "multilingual-e5-small"
}
]
}
},
- "gtr-t5-base": {
+ "text-search-curie-001": {
"BitextMining": {
"f1": [
{
- "Model": "gtr-t5-base"
+ "Model": "text-search-curie-001"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "gtr-t5-base",
- "AmazonCounterfactualClassification (en)": 69.33,
- "AmazonPolarityClassification": 67.82,
- "AmazonReviewsClassification (en)": 38.48,
- "Banking77Classification": 79.26,
- "EmotionClassification": 42.2,
- "ImdbClassification": 65.99,
- "MTOPDomainClassification (en)": 92.42,
- "MTOPIntentClassification (en)": 62.44,
- "MassiveIntentClassification (en)": 67.05,
- "MassiveScenarioClassification (en)": 75.4,
- "ToxicConversationsClassification": 66.6,
- "TweetSentimentExtractionClassification": 56.02
+ "Model": "text-search-curie-001"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "gtr-t5-base",
- "ArxivClusteringP2P": 35.49,
- "ArxivClusteringS2S": 27.18,
- "BiorxivClusteringP2P": 27.66,
- "BiorxivClusteringS2S": 23.25,
- "MedrxivClusteringP2P": 27.57,
- "MedrxivClusteringS2S": 25.13,
- "RedditClustering": 56.13,
- "RedditClusteringP2P": 58.53,
- "StackExchangeClustering": 64.21,
- "StackExchangeClusteringP2P": 33.01,
- "TwentyNewsgroupsClustering": 46.72
+ "Model": "text-search-curie-001"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "gtr-t5-base",
- "SprintDuplicateQuestions": 94.55,
- "TwitterSemEval2015": 72.23,
- "TwitterURLCorpus": 84.77
+ "Model": "text-search-curie-001"
}
]
},
"Reranking": {
"map": [
{
- "Model": "gtr-t5-base",
- "AskUbuntuDupQuestions": 60.86,
- "MindSmallReranking": 31.33,
- "SciDocsRR": 73.71,
- "StackOverflowDupQuestions": 51.01
+ "Model": "text-search-curie-001"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "gtr-t5-base",
- "ArguAna": 50.83,
- "CQADupstackRetrieval": 34.55,
- "ClimateFEVER": 24.88,
- "DBPedia": 35.24,
- "FEVER": 68.93,
- "FiQA2018": 35.15,
- "HotpotQA": 54.93,
- "MSMARCO": 41.16,
- "NFCorpus": 30.22,
- "NQ": 50.47,
- "QuoraRetrieval": 87.98,
- "SCIDOCS": 14.0,
- "SciFact": 59.74,
- "TRECCOVID": 56.05,
- "Touche2020": 25.89
+ "Model": "text-search-curie-001",
+ "ArguAna": 46.98,
+ "ClimateFEVER": 19.4,
+ "FEVER": 75.6,
+ "FiQA2018": 45.21,
+ "HotpotQA": 64.8,
+ "NFCorpus": 38.01,
+ "QuoraRetrieval": 67.7,
+ "SCIDOCS": 17.74,
+ "SciFact": 74.35,
+ "TRECCOVID": 56.14,
+ "Touche2020": 30.9
}
]
},
"STS": {
"spearman": [
{
- "Model": "gtr-t5-base",
- "BIOSSES": 79.0,
- "SICK-R": 71.45,
- "STS12": 68.59,
- "STS13": 79.09,
- "STS14": 74.64,
- "STS15": 84.85,
- "STS16": 81.57,
- "STS17 (en-en)": 85.8,
- "STS22 (en)": 66.17,
- "STSBenchmark": 79.58
+ "Model": "text-search-curie-001"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "gtr-t5-base",
- "SummEval": 29.67
+ "Model": "text-search-curie-001"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "gtr-t5-base"
+ "Model": "text-search-curie-001"
}
]
}
},
- "bge-base-en-v1.5-instruct": {
+ "rubert-tiny": {
"BitextMining": {
"f1": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "rubert-tiny"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "rubert-tiny",
+ "GeoreviewClassification (rus-Cyrl)": 33.45,
+ "HeadlineClassification (rus-Cyrl)": 57.65,
+ "InappropriatenessClassification (rus-Cyrl)": 54.5,
+ "KinopoiskClassification (rus-Cyrl)": 41.36,
+ "MassiveIntentClassification (rus-Cyrl)": 50.1,
+ "MassiveScenarioClassification (rus-Cyrl)": 52.15,
+ "RuReviewsClassification (rus-Cyrl)": 49.56,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 35.71,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 26.51
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "rubert-tiny",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 34.4,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 29.89,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 27.98
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "rubert-tiny",
+ "TERRa (rus-Cyrl)": 51.06
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "rubert-tiny",
+ "RuBQReranking (rus-Cyrl)": 35.44
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-base-en-v1.5-instruct",
- "ARCChallenge": 8.85,
- "AlphaNLI": 4.13,
- "HellaSwag": 24.03,
- "PIQA": 23.03,
- "Quail": 1.25,
- "RARbCode": 46.32,
- "RARbMath": 45.62,
- "SIQA": 0.24,
- "SpartQA": 2.67,
- "TempReasonL1": 0.8,
- "TempReasonL2Fact": 16.56,
- "TempReasonL2Pure": 1.33,
- "TempReasonL3Fact": 12.68,
- "TempReasonL3Pure": 5.08,
- "WinoGrande": 10.27
+ "Model": "rubert-tiny",
+ "RiaNewsRetrieval (rus-Cyrl)": 0.79,
+ "RuBQRetrieval (rus-Cyrl)": 3.24
}
]
},
"STS": {
"spearman": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "rubert-tiny",
+ "RUParaPhraserSTS (rus-Cyrl)": 53.41,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 58.16,
+ "STS22 (rus-Cyrl)": 47.88
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "rubert-tiny"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "rubert-tiny"
}
]
}
},
- "all-MiniLM-L12-v2": {
+ "udever-bloom-1b1": {
"BitextMining": {
"f1": [
{
- "Model": "all-MiniLM-L12-v2",
- "BornholmBitextMining (dan-Latn)": 35.25,
- "Tatoeba (spa-Latn_eng-Latn)": 11.26,
- "Tatoeba (bos-Latn_eng-Latn)": 7.05,
- "Tatoeba (xho-Latn_eng-Latn)": 3.66,
- "Tatoeba (fry-Latn_eng-Latn)": 14.53,
- "Tatoeba (tur-Latn_eng-Latn)": 3.69,
- "Tatoeba (fao-Latn_eng-Latn)": 5.92,
- "Tatoeba (vie-Latn_eng-Latn)": 5.06,
- "Tatoeba (ind-Latn_eng-Latn)": 5.3,
- "Tatoeba (pol-Latn_eng-Latn)": 4.29,
- "Tatoeba (swe-Latn_eng-Latn)": 7.31,
- "Tatoeba (ita-Latn_eng-Latn)": 12.57,
- "Tatoeba (dtp-Latn_eng-Latn)": 3.31,
- "Tatoeba (ron-Latn_eng-Latn)": 8.77,
- "Tatoeba (isl-Latn_eng-Latn)": 3.44,
- "Tatoeba (hrv-Latn_eng-Latn)": 5.68,
- "Tatoeba (cha-Latn_eng-Latn)": 13.07,
- "Tatoeba (cor-Latn_eng-Latn)": 2.47,
- "Tatoeba (cym-Latn_eng-Latn)": 5.13,
- "Tatoeba (jpn-Jpan_eng-Latn)": 2.18,
- "Tatoeba (lfn-Latn_eng-Latn)": 7.52,
- "Tatoeba (hun-Latn_eng-Latn)": 3.93,
- "Tatoeba (lat-Latn_eng-Latn)": 7.14,
- "Tatoeba (tgl-Latn_eng-Latn)": 3.34,
- "Tatoeba (kur-Latn_eng-Latn)": 7.3,
- "Tatoeba (war-Latn_eng-Latn)": 6.18,
- "Tatoeba (kab-Latn_eng-Latn)": 0.91,
- "Tatoeba (kaz-Cyrl_eng-Latn)": 0.82,
- "Tatoeba (slv-Latn_eng-Latn)": 4.52,
- "Tatoeba (nds-Latn_eng-Latn)": 11.35,
- "Tatoeba (pam-Latn_eng-Latn)": 4.73,
- "Tatoeba (bul-Cyrl_eng-Latn)": 0.23,
- "Tatoeba (ces-Latn_eng-Latn)": 4.2,
- "Tatoeba (nno-Latn_eng-Latn)": 7.45,
- "Tatoeba (ben-Beng_eng-Latn)": 0.02,
- "Tatoeba (amh-Ethi_eng-Latn)": 0.01,
- "Tatoeba (lit-Latn_eng-Latn)": 1.56,
- "Tatoeba (pes-Arab_eng-Latn)": 0.3,
- "Tatoeba (jav-Latn_eng-Latn)": 3.5,
- "Tatoeba (mal-Mlym_eng-Latn)": 0.24,
- "Tatoeba (lvs-Latn_eng-Latn)": 3.45,
- "Tatoeba (gsw-Latn_eng-Latn)": 9.9,
- "Tatoeba (fra-Latn_eng-Latn)": 17.53,
- "Tatoeba (orv-Cyrl_eng-Latn)": 0.15,
- "Tatoeba (kat-Geor_eng-Latn)": 0.45,
- "Tatoeba (awa-Deva_eng-Latn)": 0.44,
- "Tatoeba (epo-Latn_eng-Latn)": 8.5,
- "Tatoeba (mhr-Cyrl_eng-Latn)": 0.0,
- "Tatoeba (dan-Latn_eng-Latn)": 10.21,
- "Tatoeba (bel-Cyrl_eng-Latn)": 0.85,
- "Tatoeba (nld-Latn_eng-Latn)": 12.56,
- "Tatoeba (mkd-Cyrl_eng-Latn)": 0.01,
- "Tatoeba (mon-Cyrl_eng-Latn)": 0.06,
- "Tatoeba (ast-Latn_eng-Latn)": 9.99,
- "Tatoeba (cat-Latn_eng-Latn)": 11.79,
- "Tatoeba (oci-Latn_eng-Latn)": 8.72,
- "Tatoeba (khm-Khmr_eng-Latn)": 0.42,
- "Tatoeba (urd-Arab_eng-Latn)": 0.0,
- "Tatoeba (tzl-Latn_eng-Latn)": 6.87,
- "Tatoeba (arq-Arab_eng-Latn)": 0.28,
- "Tatoeba (uig-Arab_eng-Latn)": 0.4,
- "Tatoeba (dsb-Latn_eng-Latn)": 3.06,
- "Tatoeba (hsb-Latn_eng-Latn)": 2.89,
- "Tatoeba (kzj-Latn_eng-Latn)": 3.64,
- "Tatoeba (cbk-Latn_eng-Latn)": 9.76,
- "Tatoeba (afr-Latn_eng-Latn)": 7.59,
- "Tatoeba (gle-Latn_eng-Latn)": 3.08,
- "Tatoeba (csb-Latn_eng-Latn)": 5.21,
- "Tatoeba (mar-Deva_eng-Latn)": 0.04,
- "Tatoeba (arz-Arab_eng-Latn)": 0.0,
- "Tatoeba (tat-Cyrl_eng-Latn)": 0.75,
- "Tatoeba (hin-Deva_eng-Latn)": 0.0,
- "Tatoeba (ang-Latn_eng-Latn)": 14.63,
- "Tatoeba (heb-Hebr_eng-Latn)": 0.3,
- "Tatoeba (tuk-Latn_eng-Latn)": 2.66,
- "Tatoeba (ile-Latn_eng-Latn)": 17.43,
- "Tatoeba (zsm-Latn_eng-Latn)": 5.99,
- "Tatoeba (kor-Hang_eng-Latn)": 0.9,
- "Tatoeba (uzb-Latn_eng-Latn)": 2.2,
- "Tatoeba (fin-Latn_eng-Latn)": 3.65,
- "Tatoeba (hye-Armn_eng-Latn)": 0.5,
- "Tatoeba (ukr-Cyrl_eng-Latn)": 0.57,
- "Tatoeba (swh-Latn_eng-Latn)": 5.82,
- "Tatoeba (gla-Latn_eng-Latn)": 2.58,
- "Tatoeba (aze-Latn_eng-Latn)": 1.47,
- "Tatoeba (ara-Arab_eng-Latn)": 0.43,
- "Tatoeba (eus-Latn_eng-Latn)": 6.58,
- "Tatoeba (deu-Latn_eng-Latn)": 13.89,
- "Tatoeba (por-Latn_eng-Latn)": 11.36,
- "Tatoeba (ber-Tfng_eng-Latn)": 4.72,
- "Tatoeba (sqi-Latn_eng-Latn)": 5.86,
- "Tatoeba (pms-Latn_eng-Latn)": 8.94,
- "Tatoeba (ina-Latn_eng-Latn)": 25.36,
- "Tatoeba (ido-Latn_eng-Latn)": 11.08,
- "Tatoeba (slk-Latn_eng-Latn)": 4.2,
- "Tatoeba (glg-Latn_eng-Latn)": 12.6,
- "Tatoeba (nov-Latn_eng-Latn)": 19.45,
- "Tatoeba (tel-Telu_eng-Latn)": 0.67,
- "Tatoeba (tam-Taml_eng-Latn)": 0.33,
- "Tatoeba (bre-Latn_eng-Latn)": 3.68,
- "Tatoeba (tha-Thai_eng-Latn)": 0.67,
- "Tatoeba (nob-Latn_eng-Latn)": 8.02,
- "Tatoeba (est-Latn_eng-Latn)": 2.6,
- "Tatoeba (wuu-Hans_eng-Latn)": 1.89,
- "Tatoeba (swg-Latn_eng-Latn)": 11.9,
- "Tatoeba (max-Deva_eng-Latn)": 8.4,
- "Tatoeba (srp-Cyrl_eng-Latn)": 2.22,
- "Tatoeba (yue-Hant_eng-Latn)": 1.89,
- "Tatoeba (rus-Cyrl_eng-Latn)": 0.07,
- "Tatoeba (ell-Grek_eng-Latn)": 0.2,
- "Tatoeba (ceb-Latn_eng-Latn)": 3.95,
- "Tatoeba (yid-Hebr_eng-Latn)": 0.19,
- "Tatoeba (cmn-Hans_eng-Latn)": 2.45
+ "Model": "udever-bloom-1b1"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "all-MiniLM-L12-v2",
- "AllegroReviews (pol-Latn)": 23.85,
- "AmazonCounterfactualClassification (en-ext)": 67.24,
- "AmazonCounterfactualClassification (en)": 65.28,
- "AmazonCounterfactualClassification (deu-Latn)": 57.13,
- "AmazonCounterfactualClassification (jpn-Jpan)": 59.94,
- "AmazonCounterfactualClassification (de)": 57.1,
- "AmazonCounterfactualClassification (ja)": 59.91,
- "AmazonPolarityClassification": 62.98,
- "AmazonReviewsClassification (en)": 30.79,
- "AmazonReviewsClassification (deu-Latn)": 25.92,
- "AmazonReviewsClassification (spa-Latn)": 27.64,
- "AmazonReviewsClassification (fra-Latn)": 27.53,
- "AmazonReviewsClassification (jpn-Jpan)": 23.57,
- "AmazonReviewsClassification (cmn-Hans)": 22.99,
- "AmazonReviewsClassification (de)": 25.91,
- "AmazonReviewsClassification (es)": 27.63,
- "AmazonReviewsClassification (fr)": 27.54,
- "AmazonReviewsClassification (ja)": 23.57,
- "AmazonReviewsClassification (zh)": 22.99,
- "AngryTweetsClassification (dan-Latn)": 42.87,
- "Banking77Classification": 80.4,
- "CBD (pol-Latn)": 48.46,
- "DanishPoliticalCommentsClassification (dan-Latn)": 27.07,
- "EmotionClassification": 41.17,
- "GeoreviewClassification (rus-Cyrl)": 23.49,
- "HeadlineClassification (rus-Cyrl)": 28.49,
- "IFlyTek (cmn-Hans)": 15.31,
- "ImdbClassification": 59.76,
- "InappropriatenessClassification (rus-Cyrl)": 50.85,
- "JDReview (cmn-Hans)": 59.57,
- "KinopoiskClassification (rus-Cyrl)": 34.17,
- "LccSentimentClassification (dan-Latn)": 41.93,
- "MTOPDomainClassification (en)": 91.9,
- "MTOPDomainClassification (deu-Latn)": 72.04,
- "MTOPDomainClassification (spa-Latn)": 72.99,
- "MTOPDomainClassification (fra-Latn)": 75.57,
- "MTOPDomainClassification (hin-Deva)": 40.4,
- "MTOPDomainClassification (tha-Thai)": 16.36,
- "MTOPDomainClassification (de)": 72.04,
- "MTOPDomainClassification (es)": 72.99,
- "MTOPDomainClassification (fr)": 75.59,
- "MTOPDomainClassification (hi)": 40.36,
- "MTOPDomainClassification (th)": 17.1,
- "MTOPIntentClassification (en)": 62.84,
- "MTOPIntentClassification (deu-Latn)": 43.42,
- "MTOPIntentClassification (spa-Latn)": 41.91,
- "MTOPIntentClassification (fra-Latn)": 38.96,
- "MTOPIntentClassification (hin-Deva)": 17.76,
- "MTOPIntentClassification (tha-Thai)": 6.13,
- "MTOPIntentClassification (de)": 43.41,
- "MTOPIntentClassification (es)": 41.88,
- "MTOPIntentClassification (fr)": 38.94,
- "MTOPIntentClassification (hi)": 17.75,
- "MTOPIntentClassification (th)": 5.63,
- "MasakhaNEWSClassification (amh-Ethi)": 30.64,
- "MasakhaNEWSClassification (eng)": 76.62,
- "MasakhaNEWSClassification (fra-Latn)": 67.18,
- "MasakhaNEWSClassification (hau-Latn)": 52.59,
- "MasakhaNEWSClassification (ibo-Latn)": 54.26,
- "MasakhaNEWSClassification (lin-Latn)": 62.23,
- "MasakhaNEWSClassification (lug-Latn)": 47.62,
- "MasakhaNEWSClassification (orm-Ethi)": 47.17,
- "MasakhaNEWSClassification (pcm-Latn)": 91.77,
- "MasakhaNEWSClassification (run-Latn)": 54.47,
- "MasakhaNEWSClassification (sna-Latn)": 66.53,
- "MasakhaNEWSClassification (som-Latn)": 40.27,
- "MasakhaNEWSClassification (swa-Latn)": 47.77,
- "MasakhaNEWSClassification (tir-Ethi)": 21.18,
- "MasakhaNEWSClassification (xho-Latn)": 54.34,
- "MasakhaNEWSClassification (yor-Latn)": 58.61,
- "MasakhaNEWSClassification (fra)": 72.2,
- "MassiveIntentClassification (jpn-Jpan)": 30.89,
- "MassiveIntentClassification (khm-Khmr)": 4.99,
- "MassiveIntentClassification (slv-Latn)": 38.48,
- "MassiveIntentClassification (hye-Armn)": 8.69,
- "MassiveIntentClassification (ita-Latn)": 43.16,
- "MassiveIntentClassification (fin-Latn)": 39.19,
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- "XPQARetrieval (pol-Latn_pol-Latn)": 28.07,
- "XPQARetrieval (eng-Latn_pol-Latn)": 10.03,
- "XPQARetrieval (pol-Latn_eng-Latn)": 16.58,
- "XPQARetrieval (por-Latn_por-Latn)": 34.09,
- "XPQARetrieval (eng-Latn_por-Latn)": 7.38,
- "XPQARetrieval (por-Latn_eng-Latn)": 22.59,
- "XPQARetrieval (tam-Taml_tam-Taml)": 9.13,
- "XPQARetrieval (eng-Latn_tam-Taml)": 4.15,
- "XPQARetrieval (tam-Taml_eng-Latn)": 3.76,
- "XPQARetrieval (cmn-Hans_cmn-Hans)": 21.09,
- "XPQARetrieval (eng-Latn_cmn-Hans)": 6.58,
- "XPQARetrieval (cmn-Hans_eng-Latn)": 9.39,
- "XPQARetrieval (fr)": 55.9
+ "Model": "udever-bloom-1b1",
+ "AlloprofRetrieval": 12.37,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 2.78,
+ "SyntecRetrieval": 40.57,
+ "XPQARetrieval (fr)": 33.82
}
]
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"STS": {
"spearman": [
{
- "Model": "all-MiniLM-L12-v2",
- "AFQMC (cmn-Hans)": 7.94,
- "ATEC (cmn-Hans)": 12.97,
- "BIOSSES": 83.57,
- "BQ (cmn-Hans)": 23.31,
- "CDSC-R (pol-Latn)": 82.5,
- "LCQMC (cmn-Hans)": 21.04,
- "PAWSX (cmn-Hans)": 7.31,
- "RUParaPhraserSTS (rus-Cyrl)": 45.47,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 56.33,
- "SICK-R": 79.32,
- "SICK-R-PL (pol-Latn)": 54.26,
- "SICKFr (fra-Latn)": 63.16,
- "STS12": 73.08,
- "STS13": 82.13,
- "STS14": 76.73,
- "STS15": 85.58,
- "STS16": 80.23,
- "STS17 (nld-Latn_eng-Latn)": 24.51,
- "STS17 (eng-Latn_ara-Arab)": 0.54,
- "STS17 (ara-Arab)": 58.71,
- "STS17 (kor-Hang)": 43.37,
- "STS17 (eng-Latn_tur-Latn)": 0.43,
- "STS17 (ita-Latn_eng-Latn)": 24.28,
- "STS17 (eng-Latn_deu-Latn)": 27.54,
- "STS17 (fra-Latn_eng-Latn)": 30.7,
- "STS17 (spa-Latn)": 78.37,
- "STS17 (en-en)": 88.63,
- "STS17 (spa-Latn_eng-Latn)": 22.01,
- "STS17 (ar-ar)": 58.71,
- "STS17 (en-ar)": 0.54,
- "STS17 (en-de)": 27.54,
- "STS17 (en-tr)": 0.43,
- "STS17 (es-en)": 22.01,
- "STS17 (es-es)": 78.37,
- "STS17 (fr-en)": 30.7,
- "STS17 (it-en)": 24.28,
- "STS17 (ko-ko)": 43.37,
- "STS17 (nl-en)": 24.51,
- "STS22 (ara-Arab)": 17.54,
- "STS22 (cmn-Hans)": 33.15,
- "STS22 (fra-Latn)": 69.51,
- "STS22 (deu-Latn_eng-Latn)": 42.86,
- "STS22 (pol-Latn)": 19.22,
- "STS22 (spa-Latn_eng-Latn)": 53.99,
- "STS22 (pol-Latn_eng-Latn)": 42.67,
- "STS22 (tur-Latn)": 21.6,
- "STS22 (deu-Latn_fra-Latn)": 43.52,
- "STS22 (fra-Latn_pol-Latn)": 16.9,
- "STS22 (deu-Latn)": 22.53,
- "STS22 (deu-Latn_pol-Latn)": 1.63,
- "STS22 (en)": 65.67,
- "STS22 (spa-Latn)": 43.98,
- "STS22 (cmn-Hans_eng-Latn)": 44.39,
- "STS22 (spa-Latn_ita-Latn)": 40.71,
- "STS22 (ita-Latn)": 47.48,
- "STS22 (rus-Cyrl)": 11.19,
- "STS22 (ar)": 17.54,
- "STS22 (de)": 22.53,
- "STS22 (de-en)": 42.86,
- "STS22 (de-fr)": 43.52,
- "STS22 (de-pl)": 1.63,
- "STS22 (es)": 43.98,
- "STS22 (es-en)": 53.99,
- "STS22 (es-it)": 40.71,
- "STS22 (fr)": 69.51,
- "STS22 (fr-pl)": 16.9,
- "STS22 (it)": 47.48,
- "STS22 (pl)": 19.22,
- "STS22 (pl-en)": 42.67,
- "STS22 (ru)": 11.19,
- "STS22 (tr)": 21.6,
- "STS22 (zh)": 33.15,
- "STS22 (zh-en)": 44.39,
- "STSB (cmn-Hans)": 36.66,
- "STSBenchmark": 83.09,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 60.03,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 65.33,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 60.71,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 38.93,
- "STSBenchmarkMultilingualSTS (en)": 83.09,
- "STSBenchmarkMultilingualSTS (por-Latn)": 63.85,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 56.09,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 66.68,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 60.2,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 63.28
+ "Model": "udever-bloom-1b1",
+ "SICKFr": 59.94,
+ "STS22 (fr)": 77.1,
+ "STSBenchmarkMultilingualSTS (fr)": 49.97
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "all-MiniLM-L12-v2",
- "SummEval": 27.9,
- "SummEvalFr (fra-Latn)": 26.63
+ "Model": "udever-bloom-1b1",
+ "SummEvalFr": 29.48
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "all-MiniLM-L12-v2"
+ "Model": "udever-bloom-1b1"
}
]
}
},
- "rubert-tiny2": {
+ "USER-bge-m3": {
"BitextMining": {
"f1": [
{
- "Model": "rubert-tiny2"
+ "Model": "USER-bge-m3",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.52
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "rubert-tiny2",
- "GeoreviewClassification (rus-Cyrl)": 39.64,
- "HeadlineClassification (rus-Cyrl)": 74.19,
- "InappropriatenessClassification (rus-Cyrl)": 58.57,
- "KinopoiskClassification (rus-Cyrl)": 49.06,
- "MassiveIntentClassification (rus-Cyrl)": 50.83,
- "MassiveScenarioClassification (rus-Cyrl)": 59.15,
- "RuReviewsClassification (rus-Cyrl)": 56.99,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 45.63,
- "RuSciBenchOECDClassification (rus-Cyrl)": 35.48
+ "Model": "USER-bge-m3",
+ "GeoreviewClassification (rus-Cyrl)": 50.98,
+ "HeadlineClassification (rus-Cyrl)": 70.09,
+ "InappropriatenessClassification (rus-Cyrl)": 60.76,
+ "KinopoiskClassification (rus-Cyrl)": 63.33,
+ "MassiveIntentClassification (rus-Cyrl)": 68.85,
+ "MassiveScenarioClassification (rus-Cyrl)": 72.9,
+ "RuReviewsClassification (rus-Cyrl)": 68.52,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 57.67,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 44.2
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "rubert-tiny2",
- "GeoreviewClusteringP2P (rus-Cyrl)": 44.18,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 41.41,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 38.09
+ "Model": "USER-bge-m3",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 62.79,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 53.11,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.93
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "rubert-tiny2",
- "TERRa (rus-Cyrl)": 51.87
+ "Model": "USER-bge-m3",
+ "OpusparcusPC (rus-Cyrl)": 90.73,
+ "TERRa (rus-Cyrl)": 64.99
}
]
},
"Reranking": {
"map": [
{
- "Model": "rubert-tiny2",
- "RuBQReranking (rus-Cyrl)": 46.09
+ "Model": "USER-bge-m3",
+ "RuBQReranking (rus-Cyrl)": 73.08
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "rubert-tiny2",
- "RiaNewsRetrieval (rus-Cyrl)": 13.92,
- "RuBQRetrieval (rus-Cyrl)": 10.87
+ "Model": "USER-bge-m3",
+ "RiaNewsRetrieval (rus-Cyrl)": 83.53,
+ "RuBQRetrieval (rus-Cyrl)": 70.03
}
]
},
"STS": {
"spearman": [
{
- "Model": "rubert-tiny2",
- "RUParaPhraserSTS (rus-Cyrl)": 65.14,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 69.43,
- "STS22 (rus-Cyrl)": 50.23
+ "Model": "USER-bge-m3",
+ "RUParaPhraserSTS (rus-Cyrl)": 76.36,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 83.35,
+ "STS22 (rus-Cyrl)": 66.42,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.96
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "rubert-tiny2"
+ "Model": "USER-bge-m3"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "rubert-tiny2"
+ "Model": "USER-bge-m3"
}
]
}
},
- "electra-small-swedish-cased-discriminator": {
+ "sbert_large_nlu_ru": {
"BitextMining": {
"f1": [
{
- "Model": "electra-small-swedish-cased-discriminator",
- "BornholmBitextMining": 0.85
+ "Model": "sbert_large_nlu_ru"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "electra-small-swedish-cased-discriminator",
- "AngryTweetsClassification": 40.52,
- "DKHateClassification": 52.28,
- "DanishPoliticalCommentsClassification": 25.17,
- "LccSentimentClassification": 36.67,
- "MassiveIntentClassification (da)": 6.51,
- "MassiveIntentClassification (nb)": 5.66,
- "MassiveIntentClassification (sv)": 6.6,
- "MassiveScenarioClassification (da)": 11.5,
- "MassiveScenarioClassification (nb)": 11.26,
- "MassiveScenarioClassification (sv)": 12.16,
- "NoRecClassification": 39.72,
- "NordicLangClassification": 44.53,
- "NorwegianParliament": 52.44,
- "ScalaDaClassification": 51.66,
- "ScalaNbClassification": 52.41
+ "Model": "sbert_large_nlu_ru",
+ "GeoreviewClassification (rus-Cyrl)": 39.97,
+ "HeadlineClassification (rus-Cyrl)": 79.26,
+ "InappropriatenessClassification (rus-Cyrl)": 62.52,
+ "KinopoiskClassification (rus-Cyrl)": 49.51,
+ "MassiveIntentClassification (rus-Cyrl)": 61.09,
+ "MassiveScenarioClassification (rus-Cyrl)": 67.6,
+ "RuReviewsClassification (rus-Cyrl)": 58.27,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.9,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.04
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "sbert_large_nlu_ru",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 59.02,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.4,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 46.41
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "sbert_large_nlu_ru",
+ "TERRa (rus-Cyrl)": 50.17
}
]
},
"Reranking": {
"map": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "sbert_large_nlu_ru",
+ "RuBQReranking (rus-Cyrl)": 46.81
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "sbert_large_nlu_ru",
+ "RiaNewsRetrieval (rus-Cyrl)": 11.11,
+ "RuBQRetrieval (rus-Cyrl)": 12.45
}
]
},
"STS": {
"spearman": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "sbert_large_nlu_ru",
+ "RUParaPhraserSTS (rus-Cyrl)": 62.06,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 58.82,
+ "STS22 (rus-Cyrl)": 50.75
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "sbert_large_nlu_ru"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "sbert_large_nlu_ru"
}
]
}
},
- "e5-base-4k": {
+ "sentence-bert-swedish-cased": {
"BitextMining": {
"f1": [
{
- "Model": "e5-base-4k"
+ "Model": "sentence-bert-swedish-cased",
+ "BornholmBitextMining": 14.08
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "e5-base-4k"
+ "Model": "sentence-bert-swedish-cased",
+ "AngryTweetsClassification": 44.46,
+ "DKHateClassification": 59.36,
+ "DanishPoliticalCommentsClassification": 28.32,
+ "LccSentimentClassification": 47.2,
+ "MassiveIntentClassification (da)": 42.84,
+ "MassiveIntentClassification (nb)": 42.74,
+ "MassiveIntentClassification (sv)": 69.11,
+ "MassiveScenarioClassification (da)": 49.64,
+ "MassiveScenarioClassification (nb)": 49.49,
+ "MassiveScenarioClassification (sv)": 75.96,
+ "NoRecClassification": 43.53,
+ "NordicLangClassification": 51.45,
+ "NorwegianParliament": 55.74,
+ "ScalaDaClassification": 50.12,
+ "ScalaNbClassification": 50.34
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "e5-base-4k"
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "e5-base-4k"
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"Reranking": {
"map": [
{
- "Model": "e5-base-4k"
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-base-4k",
- "LEMBNarrativeQARetrieval": 30.35,
- "LEMBNeedleRetrieval": 41.5,
- "LEMBPasskeyRetrieval": 67.25,
- "LEMBQMSumRetrieval": 35.6,
- "LEMBSummScreenFDRetrieval": 95.23,
- "LEMBWikimQARetrieval": 69.19
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"STS": {
"spearman": [
{
- "Model": "e5-base-4k"
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "e5-base-4k"
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-base-4k"
+ "Model": "sentence-bert-swedish-cased"
}
]
}
},
- "instructor-base": {
+ "LLM2Vec-Llama-2-unsupervised": {
"BitextMining": {
"f1": [
{
- "Model": "instructor-base"
+ "Model": "LLM2Vec-Llama-2-unsupervised"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "instructor-base"
+ "Model": "LLM2Vec-Llama-2-unsupervised",
+ "AmazonCounterfactualClassification (en)": 76.91,
+ "AmazonPolarityClassification": 79.05,
+ "AmazonReviewsClassification (en)": 40.08,
+ "Banking77Classification": 84.65,
+ "EmotionClassification": 46.58,
+ "ImdbClassification": 75.68,
+ "MTOPDomainClassification (en)": 94.33,
+ "MTOPIntentClassification (en)": 79.54,
+ "MassiveIntentClassification (en)": 73.84,
+ "MassiveScenarioClassification (en)": 79.17,
+ "ToxicConversationsClassification": 71.81,
+ "TweetSentimentExtractionClassification": 57.17
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "instructor-base"
+ "Model": "LLM2Vec-Llama-2-unsupervised",
+ "ArxivClusteringP2P": 47.81,
+ "ArxivClusteringS2S": 40.53,
+ "BiorxivClusteringP2P": 38.12,
+ "BiorxivClusteringS2S": 31.25,
+ "MedrxivClusteringP2P": 30.94,
+ "MedrxivClusteringS2S": 28.04,
+ "RedditClustering": 42.84,
+ "RedditClusteringP2P": 60.1,
+ "StackExchangeClustering": 65.12,
+ "StackExchangeClusteringP2P": 33.61,
+ "TwentyNewsgroupsClustering": 30.76
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "instructor-base"
+ "Model": "LLM2Vec-Llama-2-unsupervised",
+ "SprintDuplicateQuestions": 87.57,
+ "TwitterSemEval2015": 65.14,
+ "TwitterURLCorpus": 80.94
}
]
},
"Reranking": {
"map": [
{
- "Model": "instructor-base"
+ "Model": "LLM2Vec-Llama-2-unsupervised",
+ "AskUbuntuDupQuestions": 55.56,
+ "MindSmallReranking": 30.86,
+ "SciDocsRR": 77.62,
+ "StackOverflowDupQuestions": 47.77
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "instructor-base"
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "instructor-base"
- }
- ]
- },
- "Summarization": {
- "spearman": [
+ "Model": "LLM2Vec-Llama-2-unsupervised",
+ "ArguAna": 47.09,
+ "CQADupstackRetrieval": 30.78,
+ "ClimateFEVER": 20.67,
+ "DBPedia": 25.81,
+ "FEVER": 43.48,
+ "FiQA2018": 24.62,
+ "HotpotQA": 48.46,
+ "MSMARCO": 18.81,
+ "NFCorpus": 26.81,
+ "NQ": 33.21,
+ "QuoraRetrieval": 86.15,
+ "SCIDOCS": 10.0,
+ "SciFact": 64.48,
+ "TRECCOVID": 60.67,
+ "Touche2020": 10.18
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
{
- "Model": "instructor-base"
+ "Model": "LLM2Vec-Llama-2-unsupervised",
+ "BIOSSES": 82.41,
+ "SICK-R": 71.77,
+ "STS12": 65.39,
+ "STS13": 79.26,
+ "STS14": 72.98,
+ "STS15": 82.72,
+ "STS16": 81.02,
+ "STS17 (en-en)": 86.7,
+ "STS22 (en)": 63.47,
+ "STSBenchmark": 78.32
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "LLM2Vec-Llama-2-unsupervised",
+ "SummEval": 31.38
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "instructor-base",
- "Core17InstructionRetrieval": -1.09,
- "News21InstructionRetrieval": -1.78,
- "Robust04InstructionRetrieval": -10.42
+ "Model": "LLM2Vec-Llama-2-unsupervised"
}
]
}
},
- "distiluse-base-multilingual-cased-v2": {
+ "all-MiniLM-L6-v2-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "distiluse-base-multilingual-cased-v2"
+ "Model": "all-MiniLM-L6-v2-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "distiluse-base-multilingual-cased-v2",
- "AllegroReviews": 28.03,
- "AmazonCounterfactualClassification (de)": 68.14,
- "AmazonCounterfactualClassification (en)": 71.81,
- "AmazonCounterfactualClassification (en-ext)": 72.96,
- "AmazonCounterfactualClassification (ja)": 65.39,
- "AmazonPolarityClassification": 68.0,
- "AmazonReviewsClassification (de)": 35.03,
- "AmazonReviewsClassification (en)": 35.45,
- "AmazonReviewsClassification (es)": 36.24,
- "AmazonReviewsClassification (fr)": 35.7,
- "AmazonReviewsClassification (ja)": 31.08,
- "AmazonReviewsClassification (zh)": 33.89,
- "Banking77Classification": 71.48,
- "CBD": 60.0,
- "EmotionClassification": 40.04,
- "ImdbClassification": 61.52,
- "MTOPDomainClassification (de)": 86.19,
- "MTOPDomainClassification (en)": 91.59,
- "MTOPDomainClassification (es)": 87.75,
- "MTOPDomainClassification (fr)": 84.61,
- "MTOPDomainClassification (hi)": 76.41,
- "MTOPDomainClassification (th)": 73.62,
- "MTOPIntentClassification (de)": 59.21,
- "MTOPIntentClassification (en)": 66.4,
- "MTOPIntentClassification (es)": 57.21,
- "MTOPIntentClassification (fr)": 53.41,
- "MTOPIntentClassification (hi)": 45.54,
- "MTOPIntentClassification (th)": 47.73,
- "MasakhaNEWSClassification (fra)": 76.87,
- "MassiveIntentClassification (af)": 40.02,
- "MassiveIntentClassification (am)": 2.35,
- "MassiveIntentClassification (ar)": 43.14,
- "MassiveIntentClassification (az)": 25.6,
- "MassiveIntentClassification (bn)": 4.84,
- "MassiveIntentClassification (cy)": 15.43,
- "MassiveIntentClassification (da)": 52.33,
- "MassiveIntentClassification (de)": 51.57,
- "MassiveIntentClassification (el)": 49.65,
- "MassiveIntentClassification (en)": 66.71,
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- "MassiveIntentClassification (fa)": 55.36,
- "MassiveIntentClassification (fi)": 45.72,
- "MassiveIntentClassification (fr)": 57.02,
- "MassiveIntentClassification (he)": 46.74,
- "MassiveIntentClassification (hi)": 48.55,
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- "MassiveIntentClassification (id)": 56.0,
- "MassiveIntentClassification (is)": 16.08,
- "MassiveIntentClassification (it)": 57.65,
- "MassiveIntentClassification (ja)": 55.33,
- "MassiveIntentClassification (jv)": 28.16,
- "MassiveIntentClassification (ka)": 29.41,
- "MassiveIntentClassification (km)": 4.79,
- "MassiveIntentClassification (kn)": 3.37,
- "MassiveIntentClassification (ko)": 49.97,
- "MassiveIntentClassification (lv)": 44.31,
- "MassiveIntentClassification (ml)": 3.24,
- "MassiveIntentClassification (mn)": 40.37,
- "MassiveIntentClassification (ms)": 47.97,
- "MassiveIntentClassification (my)": 38.48,
- "MassiveIntentClassification (nb)": 46.01,
- "MassiveIntentClassification (nl)": 58.29,
- "MassiveIntentClassification (pl)": 53.1,
- "MassiveIntentClassification (pt)": 58.63,
- "MassiveIntentClassification (ro)": 50.63,
- "MassiveIntentClassification (ru)": 57.96,
- "MassiveIntentClassification (sl)": 50.66,
- "MassiveIntentClassification (sq)": 50.25,
- "MassiveIntentClassification (sv)": 52.41,
- "MassiveIntentClassification (sw)": 19.29,
- "MassiveIntentClassification (ta)": 3.79,
- "MassiveIntentClassification (te)": 3.36,
- "MassiveIntentClassification (th)": 45.28,
- "MassiveIntentClassification (tl)": 28.44,
- "MassiveIntentClassification (tr)": 50.47,
- "MassiveIntentClassification (ur)": 46.03,
- "MassiveIntentClassification (vi)": 45.25,
- "MassiveIntentClassification (zh-CN)": 59.22,
- "MassiveIntentClassification (zh-TW)": 54.96,
- "MassiveScenarioClassification (af)": 53.67,
- "MassiveScenarioClassification (am)": 7.72,
- "MassiveScenarioClassification (ar)": 52.19,
- "MassiveScenarioClassification (az)": 34.75,
- "MassiveScenarioClassification (bn)": 10.65,
- "MassiveScenarioClassification (cy)": 21.24,
- "MassiveScenarioClassification (da)": 62.55,
- "MassiveScenarioClassification (de)": 61.4,
- "MassiveScenarioClassification (el)": 60.68,
- "MassiveScenarioClassification (en)": 74.0,
- "MassiveScenarioClassification (es)": 64.61,
- "MassiveScenarioClassification (fa)": 59.24,
- "MassiveScenarioClassification (fi)": 54.66,
- "MassiveScenarioClassification (fr)": 65.2,
- "MassiveScenarioClassification (he)": 54.74,
- "MassiveScenarioClassification (hi)": 55.99,
- "MassiveScenarioClassification (hu)": 61.2,
- "MassiveScenarioClassification (hy)": 49.63,
- "MassiveScenarioClassification (id)": 65.25,
- "MassiveScenarioClassification (is)": 22.6,
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- "MassiveScenarioClassification (ja)": 62.32,
- "MassiveScenarioClassification (jv)": 35.77,
- "MassiveScenarioClassification (ka)": 39.08,
- "MassiveScenarioClassification (km)": 9.24,
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- "MassiveScenarioClassification (lv)": 51.72,
- "MassiveScenarioClassification (ml)": 8.25,
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- "MassiveScenarioClassification (my)": 43.31,
- "MassiveScenarioClassification (nb)": 54.98,
- "MassiveScenarioClassification (nl)": 67.49,
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- "MassiveScenarioClassification (pt)": 64.26,
- "MassiveScenarioClassification (ro)": 58.03,
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- "MassiveScenarioClassification (sv)": 64.35,
- "MassiveScenarioClassification (sw)": 25.12,
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- "MassiveScenarioClassification (tl)": 36.09,
- "MassiveScenarioClassification (tr)": 60.89,
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- "MassiveScenarioClassification (vi)": 55.15,
- "MassiveScenarioClassification (zh-CN)": 66.44,
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- "PAC": 68.17,
- "PolEmo2.0-IN": 48.84,
- "PolEmo2.0-OUT": 30.0,
- "ToxicConversationsClassification": 69.09,
- "TweetSentimentExtractionClassification": 59.97
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}
]
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"Clustering": {
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{
- "Model": "distiluse-base-multilingual-cased-v2",
- "8TagsClustering": 12.51,
- "AlloProfClusteringP2P": 55.95,
- "AlloProfClusteringS2S": 35.39,
- "ArxivClusteringP2P": 33.59,
- "HALClusteringS2S": 18.2,
- "MLSUMClusteringP2P": 40.17,
- "MLSUMClusteringS2S": 34.65,
- "MasakhaNEWSClusteringP2P (fra)": 53.76,
- "MasakhaNEWSClusteringS2S (fra)": 32.76
+ "Model": "all-MiniLM-L6-v2-instruct"
}
]
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"PairClassification": {
"ap": [
{
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- "OpusparcusPC (fr)": 92.07,
- "PPC": 86.83,
- "PSC": 96.35,
- "PawsXPairClassification (fr)": 51.08,
- "SICK-E-PL": 62.05,
- "SprintDuplicateQuestions": 87.15,
- "TwitterSemEval2015": 61.67,
- "TwitterURLCorpus": 84.02
+ "Model": "all-MiniLM-L6-v2-instruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "distiluse-base-multilingual-cased-v2",
- "AlloprofReranking": 51.77,
- "AskUbuntuDupQuestions": 53.75,
- "MindSmallReranking": 30.39,
- "SciDocsRR": 69.22,
- "StackOverflowDupQuestions": 41.92,
- "SyntecReranking": 74.78
+ "Model": "all-MiniLM-L6-v2-instruct"
}
]
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"Retrieval": {
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{
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- "AlloprofRetrieval": 26.99,
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- "BSARDRetrieval": 0.0,
- "DBPedia-PL": 12.36,
- "FiQA-PL": 8.02,
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- "MSMARCO-PL": 4.57,
- "MintakaRetrieval (fr)": 22.55,
- "NFCorpus-PL": 16.28,
- "NQ-PL": 5.85,
- "Quora-PL": 71.95,
- "SCIDOCS-PL": 6.5,
- "SciFact-PL": 33.03,
- "SyntecRetrieval": 65.34,
- "TRECCOVID-PL": 16.91,
- "XPQARetrieval (fr)": 51.2
+ "Model": "all-MiniLM-L6-v2-instruct",
+ "ARCChallenge": 9.4,
+ "AlphaNLI": 15.09,
+ "HellaSwag": 20.51,
+ "PIQA": 24.68,
+ "Quail": 3.46,
+ "RARbCode": 42.47,
+ "RARbMath": 62.39,
+ "SIQA": 1.53,
+ "SpartQA": 0.57,
+ "TempReasonL1": 1.05,
+ "TempReasonL2Fact": 16.57,
+ "TempReasonL2Pure": 0.49,
+ "TempReasonL3Fact": 14.01,
+ "TempReasonL3Pure": 6.27,
+ "WinoGrande": 20.73
}
]
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"STS": {
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{
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- "CDSC-R": 87.67,
- "SICK-R": 75.25,
- "SICK-R-PL": 65.53,
- "SICKFr": 72.49,
- "STS12": 72.96,
- "STS13": 70.58,
- "STS14": 70.29,
- "STS15": 81.94,
- "STS16": 76.8,
- "STS17 (ar-ar)": 77.34,
- "STS17 (en-ar)": 77.46,
- "STS17 (en-de)": 80.24,
- "STS17 (en-en)": 86.19,
- "STS17 (en-tr)": 74.34,
- "STS17 (es-en)": 77.4,
- "STS17 (es-es)": 83.71,
- "STS17 (fr-en)": 79.28,
- "STS17 (it-en)": 80.82,
- "STS17 (ko-ko)": 76.4,
- "STS17 (nl-en)": 80.51,
- "STS22 (ar)": 49.04,
- "STS22 (de)": 35.73,
- "STS22 (de-en)": 47.51,
- "STS22 (de-fr)": 60.76,
- "STS22 (de-pl)": 36.09,
- "STS22 (en)": 62.88,
- "STS22 (es)": 59.34,
- "STS22 (es-en)": 68.96,
- "STS22 (es-it)": 63.28,
- "STS22 (fr)": 76.41,
- "STS22 (fr-pl)": 61.98,
- "STS22 (it)": 65.1,
- "STS22 (pl)": 34.58,
- "STS22 (pl-en)": 71.33,
- "STS22 (ru)": 52.4,
- "STS22 (tr)": 54.07,
- "STS22 (zh)": 54.32,
- "STS22 (zh-en)": 61.75,
- "STSBenchmark": 80.75,
- "STSBenchmarkMultilingualSTS (fr)": 77.49
+ "Model": "all-MiniLM-L6-v2-instruct"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "distiluse-base-multilingual-cased-v2",
- "SummEvalFr": 28.12
+ "Model": "all-MiniLM-L6-v2-instruct"
}
]
},
"InstructionRetrieval": {
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{
- "Model": "distiluse-base-multilingual-cased-v2"
+ "Model": "all-MiniLM-L6-v2-instruct"
}
]
}
},
- "all-MiniLM-L6-v2": {
+ "google-gecko.text-embedding-preview-0409": {
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}
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- "MasakhaNEWSClusteringS2S (fra)": 30.88,
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- }
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- "PSC": 98.26,
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- "PawsXPairClassification (fr)": 58.14,
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- "PawsXPairClassification (en)": 60.12,
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- }
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- }
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- "CovidRetrieval (cmn-Hans)": 28.85,
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- "LEMBNeedleRetrieval": 14.0,
- "LEMBPasskeyRetrieval": 7.75,
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- "MMarcoRetrieval (cmn-Hans)": 44.62,
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- "MintakaRetrieval (fr)": 24.45,
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- "T2Retrieval (cmn-Hans)": 28.35,
- "TRECCOVID": 37.87,
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- "VideoRetrieval (cmn-Hans)": 14.18,
- "WinoGrande": 49.01,
- "XPQARetrieval (fr)": 46.22,
- "XPQARetrieval (ara-Arab_ara-Arab)": 24.86,
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- "XPQARetrieval (eng-Latn_fra-Latn)": 29.55,
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- "XPQARetrieval (hin-Deva_hin-Deva)": 50.74,
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- "XPQARetrieval (por-Latn_por-Latn)": 34.26,
- "XPQARetrieval (eng-Latn_por-Latn)": 21.72,
- "XPQARetrieval (por-Latn_eng-Latn)": 37.62,
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- "Model": "paraphrase-multilingual-mpnet-base-v2",
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- "STS17 (it-en)": 84.24,
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- "STS17 (eng-Latn_deu-Latn)": 83.28,
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- "STS17 (kor-Hang)": 83.41,
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- "STS22 (fr)": 74.3,
- "STS22 (spa-Latn)": 59.91,
- "STS22 (en)": 63.52,
- "STS22 (spa-Latn_ita-Latn)": 53.7,
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- "Model": "DanskBERT"
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- "Model": "dfm-encoder-large-v1"
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- }
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- "Model": "GritLM-7B",
- "CDSC-E (pol-Latn)": 72.65,
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- }
- ]
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- "Model": "GritLM-7B",
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- "StackOverflowDupQuestions": 50.95,
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- }
- ]
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- "BrightRetrieval (leetcode)": 29.85,
- "BrightRetrieval (earth_science)": 32.77,
- "BrightRetrieval (stackoverflow)": 11.62,
- "BrightRetrieval (sustainable_living)": 18.04,
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- "CmedqaRetrieval (cmn-Hans)": 35.58,
- "CovidRetrieval (cmn-Hans)": 73.47,
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- "EcomRetrieval (cmn-Hans)": 54.33,
- "FiQA-PL (pol-Latn)": 38.04,
- "FiQA2018": 59.91,
- "GerDaLIRSmall (deu-Latn)": 20.61,
- "HellaSwag": 39.45,
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- "LEMBPasskeyRetrieval": 38.25,
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- "LeCaRDv2 (zho-Hans)": 64.05,
- "LegalBenchConsumerContractsQA": 82.1,
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- "LegalQuAD (deu-Latn)": 44.18,
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- "MMarcoRetrieval (cmn-Hans)": 76.54,
- "MedicalRetrieval (cmn-Hans)": 55.81,
- "MintakaRetrieval (ara-Arab)": 25.88,
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- "RuBQRetrieval (rus-Cyrl)": 70.94,
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- "TRECCOVID-PL (pol-Latn)": 58.01,
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- "TempReasonL2Fact": 58.38,
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- "XPQARetrieval (ara-Arab_ara-Arab)": 45.21,
- "XPQARetrieval (eng-Latn_ara-Arab)": 27.32,
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- "XPQARetrieval (eng-Latn_fra-Latn)": 48.14,
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- "XPQARetrieval (ita-Latn_ita-Latn)": 76.53,
- "XPQARetrieval (eng-Latn_ita-Latn)": 46.88,
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- "XPQARetrieval (eng-Latn_jpn-Hira)": 41.94,
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- "XPQARetrieval (kor-Hang_kor-Hang)": 40.64,
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- "XPQARetrieval (kor-Hang_eng-Latn)": 36.0,
- "XPQARetrieval (pol-Latn_pol-Latn)": 50.74,
- "XPQARetrieval (eng-Latn_pol-Latn)": 33.14,
- "XPQARetrieval (pol-Latn_eng-Latn)": 48.06,
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- "XPQARetrieval (por-Latn_eng-Latn)": 48.45,
- "XPQARetrieval (tam-Taml_tam-Taml)": 41.78,
- "XPQARetrieval (eng-Latn_tam-Taml)": 10.95,
- "XPQARetrieval (tam-Taml_eng-Latn)": 21.28,
- "XPQARetrieval (cmn-Hans_cmn-Hans)": 65.29,
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- "XPQARetrieval (cmn-Hans_eng-Latn)": 58.12
- }
- ]
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- "AFQMC (cmn-Hans)": 32.65,
- "ATEC (cmn-Hans)": 37.34,
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- "PAWSX (cmn-Hans)": 16.4,
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- "RuSTSBenchmarkSTS (rus-Cyrl)": 76.26,
- "SICK-R": 81.47,
- "SICK-R-PL (pol-Latn)": 72.78,
- "SICKFr (fra-Latn)": 76.91,
- "STS12": 65.84,
- "STS13": 78.37,
- "STS14": 77.52,
- "STS15": 85.43,
- "STS16": 79.94,
- "STS17 (ita-Latn_eng-Latn)": 88.42,
- "STS17 (fra-Latn_eng-Latn)": 87.9,
- "STS17 (kor-Hang)": 78.74,
- "STS17 (en-en)": 90.12,
- "STS17 (nld-Latn_eng-Latn)": 88.29,
- "STS17 (ara-Arab)": 79.28,
- "STS17 (eng-Latn_deu-Latn)": 88.92,
- "STS17 (spa-Latn)": 87.12,
- "STS17 (eng-Latn_tur-Latn)": 77.47,
- "STS17 (spa-Latn_eng-Latn)": 87.47,
- "STS17 (eng-Latn_ara-Arab)": 74.45,
- "STS22 (spa-Latn_eng-Latn)": 80.76,
- "STS22 (ara-Arab)": 55.45,
- "STS22 (pol-Latn_eng-Latn)": 77.77,
- "STS22 (deu-Latn_pol-Latn)": 55.09,
- "STS22 (en)": 68.59,
- "STS22 (rus-Cyrl)": 68.46,
- "STS22 (deu-Latn_eng-Latn)": 62.33,
- "STS22 (cmn-Hans)": 72.29,
- "STS22 (pol-Latn)": 48.07,
- "STS22 (fra-Latn)": 83.09,
- "STS22 (cmn-Hans_eng-Latn)": 72.73,
- "STS22 (deu-Latn_fra-Latn)": 62.14,
- "STS22 (spa-Latn_ita-Latn)": 77.63,
- "STS22 (fra-Latn_pol-Latn)": 84.52,
- "STS22 (ita-Latn)": 77.58,
- "STS22 (spa-Latn)": 72.24,
- "STS22 (deu-Latn)": 59.34,
- "STS22 (tur-Latn)": 70.83,
- "STSB (cmn-Hans)": 74.11,
- "STSBenchmark": 83.1,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 79.51,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 76.24,
- "STSBenchmarkMultilingualSTS (por-Latn)": 76.61,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 77.48,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 77.57,
- "STSBenchmarkMultilingualSTS (en)": 83.12,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 74.83,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 74.67,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 75.27,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 76.19
- }
- ]
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- "Summarization": {
- "spearman": [
- {
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@@ -20404,3069 +8261,13509 @@
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+ }
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+ "Model": "multilingual-e5-large",
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+ "Model": "GritLM-7B",
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+ "STS17 (ita-Latn_eng-Latn)": 88.42,
+ "STS17 (fra-Latn_eng-Latn)": 87.9,
+ "STS17 (kor-Hang)": 78.74,
+ "STS17 (en-en)": 90.12,
+ "STS17 (nld-Latn_eng-Latn)": 88.29,
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+ "STS17 (eng-Latn_deu-Latn)": 88.92,
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+ "STS17 (eng-Latn_tur-Latn)": 77.47,
+ "STS17 (spa-Latn_eng-Latn)": 87.47,
+ "STS17 (eng-Latn_ara-Arab)": 74.45,
+ "STS22 (spa-Latn_eng-Latn)": 80.76,
+ "STS22 (ara-Arab)": 55.45,
+ "STS22 (pol-Latn_eng-Latn)": 77.77,
+ "STS22 (deu-Latn_pol-Latn)": 55.09,
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+ "STS22 (rus-Cyrl)": 68.46,
+ "STS22 (deu-Latn_eng-Latn)": 62.33,
+ "STS22 (cmn-Hans)": 72.29,
+ "STS22 (pol-Latn)": 48.07,
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+ "STS22 (cmn-Hans_eng-Latn)": 72.73,
+ "STS22 (deu-Latn_fra-Latn)": 62.14,
+ "STS22 (spa-Latn_ita-Latn)": 77.63,
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+ "STS22 (spa-Latn)": 72.24,
+ "STS22 (deu-Latn)": 59.34,
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+ "STSB (cmn-Hans)": 74.11,
+ "STSBenchmark": 83.1,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 79.51,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 76.24,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 76.61,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 77.48,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 77.57,
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+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 75.27,
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}
]
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}
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{
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}
]
}
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{
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]
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- "MasakhaNEWSClassification (fra)": 80.62,
- "MassiveIntentClassification (fr)": 62.65,
- "MassiveScenarioClassification (fr)": 69.29
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}
]
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- "MasakhaNEWSClusteringP2P (fra)": 54.51,
- "MasakhaNEWSClusteringS2S (fra)": 44.73
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}
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- "OpusparcusPC (fr)": 94.63,
- "PawsXPairClassification (fr)": 59.59
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+ }
+ ]
+ },
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+ {
+ "Model": "SFR-Embedding-Mistral"
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- "MintakaRetrieval (fr)": 21.87,
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- "STS22 (cmn-Hans)": 58.75,
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- "STSBenchmarkMultilingualSTS (por-Latn)": 80.16,
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- "STSBenchmarkMultilingualSTS (nld-Latn)": 79.54,
- "STSBenchmarkMultilingualSTS (en)": 84.42,
- "STSBenchmarkMultilingualSTS (fr)": 79.9
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}
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}
]
}
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- "BornholmBitextMining": 9.88
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}
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- "NordicLangClassification": 84.69,
- "NorwegianParliament": 57.41,
- "ScalaDaClassification": 57.99,
- "ScalaNbClassification": 62.25
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+ "AmazonReviewsClassification (fr)": 34.79,
+ "MTOPDomainClassification (fr)": 85.52,
+ "MTOPIntentClassification (fr)": 63.12,
+ "MasakhaNEWSClassification (fra)": 79.29,
+ "MassiveIntentClassification (fr)": 59.41,
+ "MassiveScenarioClassification (fr)": 65.29
+ }
+ ]
+ },
+ "Clustering": {
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+ {
+ "Model": "sentence-croissant-llm-base",
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+ "HALClusteringS2S": 23.4,
+ "MLSUMClusteringP2P": 42.94,
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+ "MasakhaNEWSClusteringP2P (fra)": 53.94,
+ "MasakhaNEWSClusteringS2S (fra)": 41.05
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+ ]
+ },
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+ "PawsXPairClassification (fr)": 63.13
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+ ]
+ },
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+ "Model": "sentence-croissant-llm-base",
+ "AlloprofReranking": 53.0,
+ "SyntecReranking": 82.9
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+ ]
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+ "MintakaRetrieval (fr)": 21.31,
+ "SyntecRetrieval": 74.2,
+ "XPQARetrieval (fr)": 58.57
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+ ]
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+ "Model": "sentence-croissant-llm-base"
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+ "text2vec-base-chinese": {
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+ "Model": "text2vec-base-chinese"
+ }
+ ]
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+ "TNews": 43.01,
+ "Waimai": 77.22
}
]
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{
- "Model": "nb-bert-base"
+ "Model": "text2vec-base-chinese",
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+ "CLSClusteringS2S": 32.42,
+ "ThuNewsClusteringP2P": 42.92,
+ "ThuNewsClusteringS2S": 40.01
}
]
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"PairClassification": {
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}
]
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"Reranking": {
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{
- "Model": "nb-bert-base"
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+ "T2Reranking": 65.95
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+ "CovidRetrieval": 44.81,
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+ "EcomRetrieval": 34.6,
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+ "VideoRetrieval": 39.52
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]
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"STS": {
"spearman": [
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+ "PAWSX": 17.21,
+ "QBQTC": 24.62,
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+ "STSB": 79.3
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"InstructionRetrieval": {
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- "Model": "nb-bert-base"
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- "xlm-roberta-large": {
+ "text-embedding-3-large-256": {
"BitextMining": {
"f1": [
{
- "Model": "xlm-roberta-large"
+ "Model": "text-embedding-3-large-256"
}
]
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"Classification": {
"accuracy": [
{
- "Model": "xlm-roberta-large",
- "AmazonReviewsClassification (fr)": 26.62,
- "MTOPDomainClassification (fr)": 36.77,
- "MTOPIntentClassification (fr)": 15.37,
- "MasakhaNEWSClassification (fra)": 65.76,
- "MassiveIntentClassification (fr)": 15.82,
- "MassiveScenarioClassification (fr)": 23.92
+ "Model": "text-embedding-3-large-256",
+ "AmazonCounterfactualClassification (en)": 73.96,
+ "AmazonPolarityClassification": 91.32,
+ "AmazonReviewsClassification (en)": 46.03,
+ "Banking77Classification": 83.19,
+ "EmotionClassification": 45.8,
+ "ImdbClassification": 85.93,
+ "MTOPDomainClassification (en)": 92.76,
+ "MTOPIntentClassification (en)": 70.45,
+ "MassiveIntentClassification (en)": 71.12,
+ "MassiveScenarioClassification (en)": 75.56,
+ "ToxicConversationsClassification": 68.52,
+ "TweetSentimentExtractionClassification": 58.98
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "xlm-roberta-large",
- "AlloProfClusteringP2P": 56.54,
- "AlloProfClusteringS2S": 21.18,
- "BlurbsClusteringP2P": 29.84,
- "BlurbsClusteringS2S": 7.29,
- "HALClusteringS2S": 5.94,
- "MLSUMClusteringP2P": 42.67,
- "MLSUMClusteringS2S": 18.5,
- "MasakhaNEWSClusteringP2P (fra)": 34.02,
- "MasakhaNEWSClusteringS2S (fra)": 21.52,
- "TenKGnadClusteringP2P": 32.46,
- "TenKGnadClusteringS2S": 6.16
+ "Model": "text-embedding-3-large-256",
+ "ArxivClusteringP2P": 47.05,
+ "ArxivClusteringS2S": 42.59,
+ "BiorxivClusteringP2P": 35.43,
+ "BiorxivClusteringS2S": 33.86,
+ "MedrxivClusteringP2P": 32.1,
+ "MedrxivClusteringS2S": 31.15,
+ "RedditClustering": 60.18,
+ "RedditClusteringP2P": 64.71,
+ "StackExchangeClustering": 71.23,
+ "StackExchangeClusteringP2P": 35.95,
+ "TwentyNewsgroupsClustering": 54.24
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "xlm-roberta-large",
- "OpusparcusPC (fr)": 83.73,
- "PawsXPairClassification (fr)": 53.38
+ "Model": "text-embedding-3-large-256",
+ "SprintDuplicateQuestions": 89.02,
+ "TwitterSemEval2015": 76.56,
+ "TwitterURLCorpus": 87.09
}
]
},
"Reranking": {
"map": [
{
- "Model": "xlm-roberta-large",
- "AlloprofReranking": 28.62,
- "SyntecReranking": 49.4
+ "Model": "text-embedding-3-large-256",
+ "AskUbuntuDupQuestions": 64.61,
+ "MindSmallReranking": 29.63,
+ "SciDocsRR": 84.25,
+ "StackOverflowDupQuestions": 53.46
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "xlm-roberta-large",
- "AlloprofRetrieval": 0.52,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.9,
- "SyntecRetrieval": 6.6,
- "XPQARetrieval (fr)": 12.7
+ "Model": "text-embedding-3-large-256",
+ "ArguAna": 55.6,
+ "CQADupstackRetrieval": 42.28,
+ "ClimateFEVER": 25.8,
+ "DBPedia": 40.8,
+ "FEVER": 84.57,
+ "FiQA2018": 50.33,
+ "HotpotQA": 62.69,
+ "MSMARCO": 37.93,
+ "NFCorpus": 37.94,
+ "NQ": 56.64,
+ "QuoraRetrieval": 88.22,
+ "SCIDOCS": 20.44,
+ "SciFact": 73.1,
+ "TRECCOVID": 76.24,
+ "Touche2020": 22.31
}
]
},
"STS": {
"spearman": [
{
- "Model": "xlm-roberta-large",
- "SICKFr": 50.01,
- "STS22 (fr)": 55.49,
- "STSBenchmarkMultilingualSTS (fr)": 42.32
+ "Model": "text-embedding-3-large-256",
+ "BIOSSES": 84.87,
+ "SICK-R": 79.18,
+ "STS12": 71.98,
+ "STS13": 85.52,
+ "STS14": 80.5,
+ "STS15": 87.51,
+ "STS16": 84.48,
+ "STS17 (en-en)": 88.11,
+ "STS22 (en)": 65.92,
+ "STSBenchmark": 82.34
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "xlm-roberta-large",
- "SummEvalFr": 28.89
+ "Model": "text-embedding-3-large-256",
+ "SummEval": 29.92
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "xlm-roberta-large"
+ "Model": "text-embedding-3-large-256"
}
]
}
},
- "text-similarity-curie-001": {
+ "flaubert_large_cased": {
"BitextMining": {
"f1": [
{
- "Model": "text-similarity-curie-001"
+ "Model": "flaubert_large_cased"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text-similarity-curie-001"
+ "Model": "flaubert_large_cased",
+ "AmazonReviewsClassification (fr)": 22.45,
+ "MTOPDomainClassification (fr)": 24.27,
+ "MTOPIntentClassification (fr)": 9.79,
+ "MasakhaNEWSClassification (fra)": 55.64,
+ "MassiveIntentClassification (fr)": 16.41,
+ "MassiveScenarioClassification (fr)": 22.72
}
]
},
"Clustering": {
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{
- "Model": "text-similarity-curie-001",
- "RedditClustering": 40.79,
- "StackExchangeClustering": 55.14,
- "TwentyNewsgroupsClustering": 37.64
+ "Model": "flaubert_large_cased",
+ "AlloProfClusteringP2P": 40.85,
+ "AlloProfClusteringS2S": 21.76,
+ "HALClusteringS2S": 5.26,
+ "MLSUMClusteringP2P": 38.09,
+ "MLSUMClusteringS2S": 18.71,
+ "MasakhaNEWSClusteringP2P (fra)": 26.43,
+ "MasakhaNEWSClusteringS2S (fra)": 24.68
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text-similarity-curie-001",
- "SprintDuplicateQuestions": 79.85,
- "TwitterSemEval2015": 69.45,
- "TwitterURLCorpus": 84.06
+ "Model": "flaubert_large_cased",
+ "OpusparcusPC (fr)": 74.78,
+ "PawsXPairClassification (fr)": 54.14
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-similarity-curie-001",
- "AskUbuntuDupQuestions": 55.09,
- "SciDocsRR": 70.93,
- "StackOverflowDupQuestions": 42.42
+ "Model": "flaubert_large_cased",
+ "AlloprofReranking": 26.29,
+ "SyntecReranking": 42.8
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
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- "FiQA2018": 5.14,
- "NFCorpus": 19.96,
- "QuoraRetrieval": 83.11,
- "SciFact": 46.68,
- "TRECCOVID": 7.61
+ "Model": "flaubert_large_cased",
+ "AlloprofRetrieval": 0.58,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 0.26,
+ "SyntecRetrieval": 1.58,
+ "XPQARetrieval (fr)": 3.69
}
]
},
"STS": {
"spearman": [
{
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- "BIOSSES": 77.46,
- "SICK-R": 77.26,
- "STSBenchmark": 83.02
+ "Model": "flaubert_large_cased",
+ "SICKFr": 34.6,
+ "STS22 (fr)": 48.52,
+ "STSBenchmarkMultilingualSTS (fr)": 15.66
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text-similarity-curie-001"
+ "Model": "flaubert_large_cased",
+ "SummEvalFr": 29.25
}
]
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"p-MRR": [
{
- "Model": "text-similarity-curie-001"
+ "Model": "flaubert_large_cased"
}
]
}
},
- "gbert-base": {
+ "flan-t5-base": {
"BitextMining": {
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{
- "Model": "gbert-base"
+ "Model": "flan-t5-base"
}
]
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}
]
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- "BlurbsClusteringS2S": 11.27,
- "TenKGnadClusteringP2P": 37.16,
- "TenKGnadClusteringS2S": 24.23
+ "Model": "flan-t5-base"
}
]
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{
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+ "Model": "flan-t5-base"
}
]
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"Reranking": {
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{
- "Model": "gbert-base"
+ "Model": "flan-t5-base"
}
]
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- "Model": "gbert-base"
+ "Model": "flan-t5-base"
}
]
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"STS": {
"spearman": [
{
- "Model": "gbert-base"
+ "Model": "flan-t5-base"
}
]
},
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{
- "Model": "gbert-base"
+ "Model": "flan-t5-base"
}
]
},
"InstructionRetrieval": {
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{
- "Model": "gbert-base"
+ "Model": "flan-t5-base",
+ "Core17InstructionRetrieval": -3.31,
+ "News21InstructionRetrieval": -0.12,
+ "Robust04InstructionRetrieval": 5.35
}
]
}
},
- "nomic-embed-text-v1.5-64": {
+ "tart-dual-contriever-msmarco": {
"BitextMining": {
"f1": [
{
- "Model": "nomic-embed-text-v1.5-64"
+ "Model": "tart-dual-contriever-msmarco"
}
]
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"Classification": {
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- "Banking77Classification": 80.63,
- "EmotionClassification": 40.55,
- "ImdbClassification": 76.6,
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- "MTOPIntentClassification (en)": 62.77,
- "MassiveIntentClassification (en)": 64.95,
- "MassiveScenarioClassification (en)": 70.38,
- "ToxicConversationsClassification": 66.53,
- "TweetSentimentExtractionClassification": 55.23
+ "Model": "tart-dual-contriever-msmarco"
}
]
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"Clustering": {
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{
- "Model": "nomic-embed-text-v1.5-64",
- "ArxivClusteringP2P": 41.8,
- "ArxivClusteringS2S": 32.41,
- "BiorxivClusteringP2P": 34.81,
- "BiorxivClusteringS2S": 28.59,
- "MedrxivClusteringP2P": 32.73,
- "MedrxivClusteringS2S": 29.91,
- "RedditClustering": 50.31,
- "RedditClusteringP2P": 56.57,
- "StackExchangeClustering": 57.99,
- "StackExchangeClusteringP2P": 33.64,
- "TwentyNewsgroupsClustering": 44.61
+ "Model": "tart-dual-contriever-msmarco"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "nomic-embed-text-v1.5-64",
- "SprintDuplicateQuestions": 90.06,
- "TwitterSemEval2015": 71.68,
- "TwitterURLCorpus": 85.03
+ "Model": "tart-dual-contriever-msmarco"
}
]
},
"Reranking": {
"map": [
{
- "Model": "nomic-embed-text-v1.5-64",
- "AskUbuntuDupQuestions": 60.79,
- "MindSmallReranking": 29.7,
- "SciDocsRR": 75.79,
- "StackOverflowDupQuestions": 47.42
+ "Model": "tart-dual-contriever-msmarco"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
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- "ArguAna": 37.16,
- "CQADupstackRetrieval": 28.72,
- "ClimateFEVER": 31.48,
- "DBPedia": 28.19,
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- "NFCorpus": 26.03,
- "NQ": 45.54,
- "QuoraRetrieval": 85.83,
- "SCIDOCS": 12.09,
- "SciFact": 52.71,
- "TRECCOVID": 67.83,
- "Touche2020": 23.13
+ "Model": "tart-dual-contriever-msmarco"
}
]
},
"STS": {
"spearman": [
{
- "Model": "nomic-embed-text-v1.5-64",
- "BIOSSES": 77.18,
- "SICK-R": 78.76,
- "STS12": 77.3,
- "STS13": 84.18,
- "STS14": 79.37,
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- "STS16": 83.36,
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- "STS22 (en)": 63.83,
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}
]
},
"Summarization": {
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- "SummEval": 28.41
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}
]
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{
- "Model": "nomic-embed-text-v1.5-64"
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+ "Core17InstructionRetrieval": -3.04,
+ "News21InstructionRetrieval": -2.98,
+ "Robust04InstructionRetrieval": -8.98
}
]
}
},
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- "BornholmBitextMining": 6.6
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"Classification": {
"accuracy": [
{
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+ "XPQARetrieval (eng-Latn_cmn-Hans)": 5.05,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 8.77
}
]
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"STS": {
"spearman": [
{
- "Model": "bert-base-swedish-cased"
+ "Model": "all-MiniLM-L6-v2",
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+ "ATEC (cmn-Hans)": 13.52,
+ "BIOSSES": 81.64,
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+ "LCQMC (cmn-Hans)": 23.85,
+ "PAWSX (cmn-Hans)": 7.21,
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+ "RuSTSBenchmarkSTS (rus-Cyrl)": 55.56,
+ "SICK-R": 77.58,
+ "SICK-R-PL (pol-Latn)": 52.43,
+ "SICKFr": 62.48,
+ "SICKFr (fra-Latn)": 62.48,
+ "STS12": 72.37,
+ "STS13": 80.6,
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+ "STS17 (ar-ar)": 50.89,
+ "STS17 (en-ar)": -4.28,
+ "STS17 (en-de)": 35.82,
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+ "STS17 (en-tr)": 4.5,
+ "STS17 (es-en)": 16.31,
+ "STS17 (es-es)": 76.12,
+ "STS17 (fr-en)": 37.09,
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+ "STS17 (ko-ko)": 43.39,
+ "STS17 (nl-en)": 29.0,
+ "STS17 (ara-Arab)": 50.89,
+ "STS17 (spa-Latn_eng-Latn)": 16.31,
+ "STS17 (kor-Hang)": 43.39,
+ "STS17 (eng-Latn_tur-Latn)": 4.5,
+ "STS17 (fra-Latn_eng-Latn)": 37.09,
+ "STS17 (nld-Latn_eng-Latn)": 29.0,
+ "STS17 (eng-Latn_ara-Arab)": -4.28,
+ "STS17 (spa-Latn)": 76.12,
+ "STS17 (eng-Latn_deu-Latn)": 35.82,
+ "STS17 (ita-Latn_eng-Latn)": 24.45,
+ "STS22 (ar)": 22.64,
+ "STS22 (de)": 31.04,
+ "STS22 (de-en)": 44.04,
+ "STS22 (de-fr)": 30.07,
+ "STS22 (de-pl)": 4.93,
+ "STS22 (en)": 67.71,
+ "STS22 (es)": 54.78,
+ "STS22 (es-en)": 53.42,
+ "STS22 (es-it)": 44.27,
+ "STS22 (fr)": 77.0,
+ "STS22 (fr-pl)": 50.71,
+ "STS22 (it)": 60.4,
+ "STS22 (pl)": 26.77,
+ "STS22 (pl-en)": 32.8,
+ "STS22 (ru)": 14.72,
+ "STS22 (tr)": 33.69,
+ "STS22 (zh)": 44.93,
+ "STS22 (zh-en)": 41.64,
+ "STS22 (tur-Latn)": 33.69,
+ "STS22 (spa-Latn)": 54.78,
+ "STS22 (ara-Arab)": 22.64,
+ "STS22 (deu-Latn_pol-Latn)": -4.93,
+ "STS22 (spa-Latn_eng-Latn)": 53.42,
+ "STS22 (cmn-Hans_eng-Latn)": 41.64,
+ "STS22 (rus-Cyrl)": 14.72,
+ "STS22 (spa-Latn_ita-Latn)": 44.27,
+ "STS22 (deu-Latn_fra-Latn)": 30.07,
+ "STS22 (deu-Latn)": 31.04,
+ "STS22 (fra-Latn_pol-Latn)": 50.71,
+ "STS22 (pol-Latn)": 26.77,
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+ "STS22 (deu-Latn_eng-Latn)": 44.04,
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+ "STS22 (fra-Latn)": 77.0,
+ "STS22 (cmn-Hans)": 44.93,
+ "STSB (cmn-Hans)": 37.8,
+ "STSBenchmark": 82.03,
+ "STSBenchmarkMultilingualSTS (fr)": 64.93,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 56.42,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 61.56,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 59.24,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 64.93,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 62.4,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.74,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 61.62,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.55,
+ "STSBenchmarkMultilingualSTS (en)": 82.03,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 55.46
}
]
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"Summarization": {
"spearman": [
{
- "Model": "bert-base-swedish-cased"
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+ "SummEval": 30.81,
+ "SummEvalFr": 28.28,
+ "SummEvalFr (fra-Latn)": 28.29
}
]
},
"InstructionRetrieval": {
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{
- "Model": "bert-base-swedish-cased"
+ "Model": "all-MiniLM-L6-v2"
}
]
}
},
- "e5-small": {
+ "text-embedding-3-small": {
"BitextMining": {
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{
- "Model": "e5-small",
- "BornholmBitextMining": 40.27
+ "Model": "text-embedding-3-small"
}
]
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{
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- "LccSentimentClassification": 40.27,
- "MassiveIntentClassification (da)": 41.89,
- "MassiveIntentClassification (nb)": 40.25,
- "MassiveIntentClassification (sv)": 40.07,
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- "MassiveScenarioClassification (sv)": 47.06,
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- "NordicLangClassification": 53.47,
- "NorwegianParliament": 56.57,
- "ScalaDaClassification": 50.15,
- "ScalaNbClassification": 50.03
+ "Model": "text-embedding-3-small",
+ "AmazonCounterfactualClassification (en)": 76.42,
+ "AmazonPolarityClassification": 90.84,
+ "AmazonReviewsClassification (en)": 45.73,
+ "Banking77Classification": 83.01,
+ "EmotionClassification": 50.63,
+ "ImdbClassification": 83.66,
+ "MTOPDomainClassification (en)": 93.91,
+ "MTOPIntentClassification (en)": 70.98,
+ "MassiveIntentClassification (en)": 72.86,
+ "MassiveScenarioClassification (en)": 76.84,
+ "ToxicConversationsClassification": 71.91,
+ "TweetSentimentExtractionClassification": 61.72
}
]
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- "RedditClusteringP2P": 57.22,
- "StackExchangeClustering": 59.6,
- "StackExchangeClusteringP2P": 30.82,
- "TwentyNewsgroupsClustering": 37.65
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+ "ArxivClusteringP2P": 46.57,
+ "ArxivClusteringS2S": 39.35,
+ "BiorxivClusteringP2P": 37.77,
+ "BiorxivClusteringS2S": 34.68,
+ "MedrxivClusteringP2P": 32.77,
+ "MedrxivClusteringS2S": 31.85,
+ "RedditClustering": 64.09,
+ "RedditClusteringP2P": 65.12,
+ "StackExchangeClustering": 72.05,
+ "StackExchangeClusteringP2P": 34.04,
+ "TwentyNewsgroupsClustering": 54.81
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "e5-small"
+ "Model": "text-embedding-3-small",
+ "OpusparcusPC (fr)": 94.45,
+ "SprintDuplicateQuestions": 94.58,
+ "TwitterSemEval2015": 73.33,
+ "TwitterURLCorpus": 87.21
}
]
},
"Reranking": {
"map": [
{
- "Model": "e5-small"
+ "Model": "text-embedding-3-small",
+ "AskUbuntuDupQuestions": 62.18,
+ "MindSmallReranking": 29.93,
+ "SciDocsRR": 83.25,
+ "StackOverflowDupQuestions": 51.53
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-small"
+ "Model": "text-embedding-3-small",
+ "ARCChallenge": 14.63,
+ "AlphaNLI": 30.61,
+ "ArguAna": 55.49,
+ "CQADupstackRetrieval": 42.58,
+ "ClimateFEVER": 26.86,
+ "DBPedia": 39.97,
+ "FEVER": 79.42,
+ "FiQA2018": 44.91,
+ "HellaSwag": 30.94,
+ "HotpotQA": 63.63,
+ "MSMARCO": 37.02,
+ "NFCorpus": 38.33,
+ "NQ": 52.86,
+ "PIQA": 33.69,
+ "Quail": 6.11,
+ "QuoraRetrieval": 88.83,
+ "RARbCode": 72.03,
+ "RARbMath": 71.07,
+ "SCIDOCS": 20.8,
+ "SIQA": 3.03,
+ "SciFact": 73.37,
+ "SpartQA": 6.63,
+ "TRECCOVID": 77.9,
+ "TempReasonL1": 2.35,
+ "TempReasonL2Fact": 25.68,
+ "TempReasonL2Pure": 2.76,
+ "TempReasonL3Fact": 22.09,
+ "TempReasonL3Pure": 9.79,
+ "Touche2020": 24.28,
+ "WinoGrande": 31.53
}
]
},
"STS": {
"spearman": [
{
- "Model": "e5-small"
+ "Model": "text-embedding-3-small",
+ "BIOSSES": 88.72,
+ "SICK-R": 76.73,
+ "STS12": 73.09,
+ "STS13": 84.92,
+ "STS14": 79.81,
+ "STS15": 88.01,
+ "STS16": 84.41,
+ "STS17 (en-en)": 90.94,
+ "STS22 (en)": 64.96,
+ "STSBenchmark": 84.24
}
]
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"Summarization": {
"spearman": [
{
- "Model": "e5-small"
+ "Model": "text-embedding-3-small",
+ "SummEval": 31.12
}
]
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"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-small"
+ "Model": "text-embedding-3-small"
}
]
}
},
- "universal-sentence-encoder-multilingual-large-3": {
+ "monot5-3b-msmarco-10k": {
"BitextMining": {
"f1": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3"
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3",
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- "MTOPDomainClassification (fr)": 88.19,
- "MTOPIntentClassification (fr)": 63.64,
- "MasakhaNEWSClassification (fra)": 72.04,
- "MassiveIntentClassification (fr)": 65.8,
- "MassiveScenarioClassification (fr)": 73.47
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "AlloProfClusteringP2P": 54.21,
- "AlloProfClusteringS2S": 37.95,
- "HALClusteringS2S": 18.94,
- "MLSUMClusteringP2P": 41.02,
- "MLSUMClusteringS2S": 37.97,
- "MasakhaNEWSClusteringP2P (fra)": 24.09,
- "MasakhaNEWSClusteringS2S (fra)": 40.24
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "OpusparcusPC (fr)": 93.38,
- "PawsXPairClassification (fr)": 53.62
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Reranking": {
"map": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "AlloprofReranking": 55.39,
- "SyntecReranking": 77.13
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "AlloprofRetrieval": 33.78,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 26.21,
- "SyntecRetrieval": 63.69,
- "XPQARetrieval (fr)": 65.21
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"STS": {
"spearman": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "SICKFr": 74.39,
- "STS22 (fr)": 71.11,
- "STSBenchmarkMultilingualSTS (fr)": 78.16
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Summarization": {
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{
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "SummEvalFr": 28.56
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}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3"
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+ "News21InstructionRetrieval": 1.78,
+ "Robust04InstructionRetrieval": 3.96
}
]
}
},
- "multilingual-e5-small": {
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{
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- "Tatoeba (ukr-Cyrl_eng-Latn)": 82.98,
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- "Tatoeba (hye-Armn_eng-Latn)": 83.81,
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- "Tatoeba (gla-Latn_eng-Latn)": 35.96,
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- "Tatoeba (cor-Latn_eng-Latn)": 5.24,
- "Tatoeba (nov-Latn_eng-Latn)": 64.2,
- "Tatoeba (max-Deva_eng-Latn)": 48.29,
- "Tatoeba (nno-Latn_eng-Latn)": 70.29,
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- "Tatoeba (tur-Latn_eng-Latn)": 88.42,
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- "Tatoeba (bel-Cyrl_eng-Latn)": 80.89,
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- "Tatoeba (kat-Geor_eng-Latn)": 77.6,
- "Tatoeba (ile-Latn_eng-Latn)": 70.31
+ "Model": "nomic-embed-text-v1.5-64"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "nomic-embed-text-v1.5-64",
+ "AmazonCounterfactualClassification (en)": 66.85,
+ "AmazonPolarityClassification": 85.92,
+ "AmazonReviewsClassification (en)": 41.02,
+ "Banking77Classification": 80.63,
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+ "ImdbClassification": 76.6,
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+ "MassiveIntentClassification (en)": 64.95,
+ "MassiveScenarioClassification (en)": 70.38,
+ "ToxicConversationsClassification": 66.53,
+ "TweetSentimentExtractionClassification": 55.23
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "nomic-embed-text-v1.5-64",
+ "ArxivClusteringP2P": 41.8,
+ "ArxivClusteringS2S": 32.41,
+ "BiorxivClusteringP2P": 34.81,
+ "BiorxivClusteringS2S": 28.59,
+ "MedrxivClusteringP2P": 32.73,
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+ "StackExchangeClustering": 57.99,
+ "StackExchangeClusteringP2P": 33.64,
+ "TwentyNewsgroupsClustering": 44.61
}
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- "RuSciBenchOECDClassification (rus-Cyrl)": 41.72,
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+ "Robust04InstructionRetrieval": -5.81
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- "MintakaRetrieval (ita-Latn)": 26.25,
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- "MintakaRetrieval (fr)": 22.53,
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- "RiaNewsRetrieval (rus-Cyrl)": 70.01,
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- "XPQARetrieval (eng-Latn_spa-Latn)": 22.5,
- "XPQARetrieval (spa-Latn_eng-Latn)": 42.4,
- "XPQARetrieval (fra-Latn_fra-Latn)": 57.17,
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- "XPQARetrieval (fra-Latn_eng-Latn)": 47.46,
- "XPQARetrieval (hin-Deva_hin-Deva)": 68.15,
- "XPQARetrieval (eng-Latn_hin-Deva)": 25.82,
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- "XPQARetrieval (eng-Latn_jpn-Hira)": 25.08,
- "XPQARetrieval (jpn-Hira_eng-Latn)": 54.6,
- "XPQARetrieval (kor-Hang_kor-Hang)": 33.0,
- "XPQARetrieval (eng-Latn_kor-Hang)": 22.49,
- "XPQARetrieval (kor-Hang_eng-Latn)": 23.02,
- "XPQARetrieval (pol-Latn_pol-Latn)": 43.37,
- "XPQARetrieval (eng-Latn_pol-Latn)": 19.89,
- "XPQARetrieval (pol-Latn_eng-Latn)": 28.72,
- "XPQARetrieval (por-Latn_por-Latn)": 41.8,
- "XPQARetrieval (eng-Latn_por-Latn)": 15.79,
- "XPQARetrieval (por-Latn_eng-Latn)": 33.74,
- "XPQARetrieval (tam-Taml_tam-Taml)": 31.65,
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- "XPQARetrieval (cmn-Hans_eng-Latn)": 45.32,
- "XPQARetrieval (fr)": 57.47
+ "Model": "DanskBERT"
}
]
},
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- "spearman": [
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- "AFQMC": 25.21,
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- "LCQMC": 72.7,
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- "SICK-R-PL (pol-Latn)": 69.45,
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- "STS17 (ita-Latn_eng-Latn)": 77.31,
- "STS17 (en-en)": 86.42,
- "STS17 (eng-Latn_ara-Arab)": 57.39,
- "STS17 (eng-Latn_tur-Latn)": 55.93,
- "STS17 (spa-Latn_eng-Latn)": 72.43,
- "STS17 (kor-Hang)": 78.87,
- "STS17 (spa-Latn)": 84.83,
- "STS17 (eng-Latn_deu-Latn)": 76.82,
- "STS17 (fra-Latn_eng-Latn)": 72.28,
- "STS17 (nld-Latn_eng-Latn)": 75.43,
- "STS17 (ara-Arab)": 73.0,
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- "STS22 (en)": 61.25,
- "STS22 (pol-Latn_eng-Latn)": 72.69,
- "STS22 (cmn-Hans)": 66.85,
- "STS22 (fra-Latn)": 76.58,
- "STS22 (deu-Latn)": 53.45,
- "STS22 (fra-Latn_pol-Latn)": 84.52,
- "STS22 (deu-Latn_pol-Latn)": 28.24,
- "STS22 (spa-Latn_eng-Latn)": 74.2,
- "STS22 (spa-Latn)": 66.86,
- "STS22 (rus-Cyrl)": 59.9,
- "STS22 (spa-Latn_ita-Latn)": 71.74,
- "STS22 (pol-Latn)": 35.78,
- "STS22 (tur-Latn)": 63.69,
- "STS22 (ara-Arab)": 56.65,
- "STS22 (cmn-Hans_eng-Latn)": 65.32,
- "STS22 (deu-Latn_eng-Latn)": 56.07,
- "STS22 (deu-Latn_fra-Latn)": 60.62,
- "STS22 (pl)": 35.8,
- "STSB (cmn-Hans)": 77.73,
- "STSB": 77.73,
- "STSBenchmark": 84.11,
- "STSBenchmarkMultilingualSTS (en)": 84.11,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 78.49,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.24,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 80.31,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 79.17,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 79.2,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 76.04,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 72.61,
- "STSBenchmarkMultilingualSTS (por-Latn)": 77.39,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 78.21,
- "STSBenchmarkMultilingualSTS (fr)": 79.32
+ "Model": "DanskBERT"
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "DanskBERT"
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "DanskBERT"
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "DanskBERT"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "multilingual-e5-small",
- "SummEval": 30.04,
- "SummEvalFr (fra-Latn)": 31.14,
- "SummEvalFr": 31.85
+ "Model": "DanskBERT"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "multilingual-e5-small"
+ "Model": "DanskBERT"
}
]
}
},
- "bert-base-multilingual-cased": {
+ "norbert3-base": {
"BitextMining": {
"f1": [
{
- "Model": "bert-base-multilingual-cased"
+ "Model": "norbert3-base",
+ "BornholmBitextMining": 6.08
}
]
},
"Classification": {
"accuracy": [
{
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- "AmazonReviewsClassification (fr)": 29.39,
- "MTOPDomainClassification (fr)": 63.61,
- "MTOPIntentClassification (fr)": 37.84,
- "MasakhaNEWSClassification (fra)": 64.0,
- "MassiveIntentClassification (fr)": 37.3,
- "MassiveScenarioClassification (fr)": 44.47
+ "Model": "norbert3-base",
+ "AngryTweetsClassification": 52.48,
+ "DKHateClassification": 58.78,
+ "DanishPoliticalCommentsClassification": 34.14,
+ "LccSentimentClassification": 54.07,
+ "MassiveIntentClassification (da)": 53.16,
+ "MassiveIntentClassification (nb)": 54.2,
+ "MassiveIntentClassification (sv)": 52.08,
+ "MassiveScenarioClassification (da)": 57.17,
+ "MassiveScenarioClassification (nb)": 60.69,
+ "MassiveScenarioClassification (sv)": 53.53,
+ "NoRecClassification": 53.4,
+ "NordicLangClassification": 82.67,
+ "NorwegianParliament": 59.33,
+ "ScalaDaClassification": 58.25,
+ "ScalaNbClassification": 60.19
}
]
},
"Clustering": {
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{
- "Model": "bert-base-multilingual-cased",
- "AlloProfClusteringP2P": 51.5,
- "AlloProfClusteringS2S": 43.06,
- "HALClusteringS2S": 20.81,
- "MLSUMClusteringP2P": 40.9,
- "MLSUMClusteringS2S": 31.8,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
+ "Model": "norbert3-base"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bert-base-multilingual-cased",
- "OpusparcusPC (fr)": 86.77,
- "PawsXPairClassification (fr)": 53.39
+ "Model": "norbert3-base"
}
]
},
"Reranking": {
"map": [
{
- "Model": "bert-base-multilingual-cased",
- "AlloprofReranking": 36.23,
- "SyntecReranking": 53.25
+ "Model": "norbert3-base"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bert-base-multilingual-cased",
- "AlloprofRetrieval": 1.63,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 3.55,
- "SyntecRetrieval": 18.95,
- "XPQARetrieval (fr)": 18.49
+ "Model": "norbert3-base"
}
]
},
"STS": {
"spearman": [
{
- "Model": "bert-base-multilingual-cased",
- "SICKFr": 58.75,
- "STS22 (fr)": 39.05,
- "STSBenchmarkMultilingualSTS (fr)": 52.25
+ "Model": "norbert3-base"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bert-base-multilingual-cased",
- "SummEvalFr": 28.81
+ "Model": "norbert3-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bert-base-multilingual-cased"
+ "Model": "norbert3-base"
}
]
}
},
- "instructor-large": {
+ "Baichuan-text-embedding": {
"BitextMining": {
"f1": [
{
- "Model": "instructor-large"
+ "Model": "Baichuan-text-embedding"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "instructor-large"
+ "Model": "Baichuan-text-embedding",
+ "AmazonReviewsClassification (zh)": 48.3,
+ "IFlyTek": 50.75,
+ "JDReview": 87.69,
+ "MassiveIntentClassification (zh-CN)": 74.91,
+ "MassiveScenarioClassification (zh-CN)": 81.28,
+ "MultilingualSentiment": 76.83,
+ "OnlineShopping": 94.42,
+ "TNews": 52.62,
+ "Waimai": 88.77
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "instructor-large"
+ "Model": "Baichuan-text-embedding",
+ "CLSClusteringP2P": 60.37,
+ "CLSClusteringS2S": 51.09,
+ "ThuNewsClusteringP2P": 58.23,
+ "ThuNewsClusteringS2S": 57.83
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "instructor-large"
+ "Model": "Baichuan-text-embedding",
+ "Cmnli": 85.31,
+ "Ocnli": 79.33
}
]
},
"Reranking": {
"map": [
{
- "Model": "instructor-large"
+ "Model": "Baichuan-text-embedding",
+ "CMedQAv1": 88.06,
+ "CMedQAv2": 88.46,
+ "MMarcoReranking": 34.3,
+ "T2Reranking": 67.85
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "instructor-large",
- "BrightRetrieval (pony)": 1.32,
- "BrightRetrieval (sustainable_living)": 13.16,
- "BrightRetrieval (aops)": 7.94,
- "BrightRetrieval (biology)": 15.61,
- "BrightRetrieval (stackoverflow)": 11.21,
- "BrightRetrieval (theoremqa_theorems)": 9.29,
- "BrightRetrieval (psychology)": 21.94,
- "BrightRetrieval (economics)": 15.99,
- "BrightRetrieval (robotics)": 11.45,
- "BrightRetrieval (leetcode)": 20.0,
- "BrightRetrieval (earth_science)": 21.52,
- "BrightRetrieval (theoremqa_questions)": 20.07
+ "Model": "Baichuan-text-embedding",
+ "CmedqaRetrieval": 47.64,
+ "CovidRetrieval": 86.86,
+ "DuRetrieval": 88.43,
+ "EcomRetrieval": 66.39,
+ "MMarcoRetrieval": 80.17,
+ "MedicalRetrieval": 61.1,
+ "T2Retrieval": 80.11,
+ "VideoRetrieval": 74.28
}
]
},
"STS": {
"spearman": [
{
- "Model": "instructor-large"
+ "Model": "Baichuan-text-embedding",
+ "AFQMC": 50.8,
+ "ATEC": 53.23,
+ "BQ": 66.49,
+ "LCQMC": 76.6,
+ "PAWSX": 47.56,
+ "QBQTC": 39.96,
+ "STS22 (zh)": 65.78,
+ "STSB": 80.14
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "instructor-large"
+ "Model": "Baichuan-text-embedding"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "instructor-large"
+ "Model": "Baichuan-text-embedding"
}
]
}
@@ -23537,1766 +21834,3469 @@
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "nomic-embed-text-v1"
+ "Model": "nomic-embed-text-v1"
+ }
+ ]
+ }
+ },
+ "luotuo-bert-medium": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "luotuo-bert-medium"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "luotuo-bert-medium",
+ "AmazonReviewsClassification (zh)": 34.46,
+ "IFlyTek": 41.75,
+ "JDReview": 79.68,
+ "MassiveIntentClassification (zh-CN)": 57.47,
+ "MassiveScenarioClassification (zh-CN)": 65.32,
+ "MultilingualSentiment": 61.21,
+ "OnlineShopping": 84.3,
+ "TNews": 45.22,
+ "Waimai": 79.57
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "luotuo-bert-medium",
+ "CLSClusteringP2P": 37.01,
+ "CLSClusteringS2S": 33.46,
+ "ThuNewsClusteringP2P": 58.83,
+ "ThuNewsClusteringS2S": 48.26
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "luotuo-bert-medium",
+ "Cmnli": 72.55,
+ "Ocnli": 60.7
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "luotuo-bert-medium",
+ "CMedQAv1": 57.82,
+ "CMedQAv2": 58.88,
+ "MMarcoReranking": 14.55,
+ "T2Reranking": 65.76
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "luotuo-bert-medium",
+ "CmedqaRetrieval": 18.04,
+ "CovidRetrieval": 55.48,
+ "DuRetrieval": 59.36,
+ "EcomRetrieval": 40.48,
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+ "VideoRetrieval": 38.04
+ }
+ ]
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+ "AFQMC": 22.24,
+ "ATEC": 30.84,
+ "BQ": 43.33,
+ "LCQMC": 66.74,
+ "PAWSX": 12.31,
+ "QBQTC": 27.2,
+ "STS22 (zh)": 66.4,
+ "STSB": 73.22
+ }
+ ]
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+ "Summarization": {
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+ "Model": "luotuo-bert-medium"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
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+ "Model": "luotuo-bert-medium"
}
]
}
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+ "MasakhaNEWSClusteringP2P (swa-Latn)": 23.72,
+ "MasakhaNEWSClusteringP2P (tir-Ethi)": 44.08,
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+ "MasakhaNEWSClusteringP2P (yor-Latn)": 32.51,
+ "MasakhaNEWSClusteringP2P (fra)": 42.72,
+ "MasakhaNEWSClusteringS2S (amh-Ethi)": 44.11,
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+ "MasakhaNEWSClusteringS2S (hau-Latn)": 20.63,
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+ "MasakhaNEWSClusteringS2S (lin-Latn)": 54.52,
+ "MasakhaNEWSClusteringS2S (lug-Latn)": 51.42,
+ "MasakhaNEWSClusteringS2S (orm-Ethi)": 24.84,
+ "MasakhaNEWSClusteringS2S (pcm-Latn)": 70.72,
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+ "MasakhaNEWSClusteringS2S (sna-Latn)": 46.6,
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+ "MasakhaNEWSClusteringS2S (tir-Ethi)": 43.63,
+ "MasakhaNEWSClusteringS2S (xho-Latn)": 24.55,
+ "MasakhaNEWSClusteringS2S (yor-Latn)": 32.85,
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+ "MedrxivClusteringP2P": 34.25,
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+ "OpusparcusPC (en)": 97.41,
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+ "OpusparcusPC (rus-Cyrl)": 79.23,
+ "OpusparcusPC (swe-Latn)": 84.87,
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}
]
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- "AskUbuntuDupQuestions": 51.8,
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- "SciDocsRR": 70.14,
- "StackOverflowDupQuestions": 38.9
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+ "AlloprofReranking (fra-Latn)": 67.01,
+ "AskUbuntuDupQuestions": 64.06,
+ "MMarcoReranking (cmn-Hans)": 5.27,
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+ "RuBQReranking (rus-Cyrl)": 38.51,
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+ "SyntecReranking (fra-Latn)": 69.17,
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}
]
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- "ArguAna": 38.33,
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- "ClimateFEVER": 11.98,
- "DBPedia": 19.73,
- "FEVER": 20.41,
- "FiQA2018": 10.41,
- "HotpotQA": 22.9,
- "MSMARCO": 11.0,
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- "NQ": 16.08,
- "QuoraRetrieval": 79.62,
- "SCIDOCS": 7.53,
- "SciFact": 29.59,
- "TRECCOVID": 22.93,
- "Touche2020": 9.9
+ "Model": "all-MiniLM-L12-v2",
+ "AILACasedocs": 16.8,
+ "AILAStatutes": 20.71,
+ "ARCChallenge": 10.23,
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+ "AlloprofRetrieval": 33.2,
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+ "ArguAna-PL (pol-Latn)": 13.4,
+ "BSARDRetrieval (fra-Latn)": 6.24,
+ "CQADupstackRetrieval": 42.53,
+ "ClimateFEVER": 21.57,
+ "CmedqaRetrieval (cmn-Hans)": 2.58,
+ "CovidRetrieval (cmn-Hans)": 10.79,
+ "DBPedia": 33.35,
+ "DuRetrieval (cmn-Hans)": 6.62,
+ "EcomRetrieval (cmn-Hans)": 4.01,
+ "FEVER": 55.9,
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+ "GerDaLIRSmall (deu-Latn)": 1.35,
+ "HellaSwag": 24.08,
+ "HotpotQA": 44.59,
+ "LEMBNarrativeQARetrieval": 19.64,
+ "LEMBNeedleRetrieval": 12.25,
+ "LEMBPasskeyRetrieval": 14.75,
+ "LEMBQMSumRetrieval": 13.08,
+ "LEMBSummScreenFDRetrieval": 46.98,
+ "LEMBWikimQARetrieval": 44.88,
+ "LeCaRDv2 (zho-Hans)": 18.77,
+ "LegalBenchConsumerContractsQA": 60.21,
+ "LegalBenchCorporateLobbying": 88.69,
+ "LegalQuAD (deu-Latn)": 7.44,
+ "LegalSummarization": 57.43,
+ "MMarcoRetrieval (cmn-Hans)": 7.46,
+ "MSMARCO": 39.03,
+ "MedicalRetrieval (cmn-Hans)": 2.3,
+ "MintakaRetrieval (ara-Arab)": 2.74,
+ "MintakaRetrieval (deu-Latn)": 20.04,
+ "MintakaRetrieval (spa-Latn)": 11.76,
+ "MintakaRetrieval (fra-Latn)": 16.08,
+ "MintakaRetrieval (hin-Deva)": 3.04,
+ "MintakaRetrieval (ita-Latn)": 11.83,
+ "MintakaRetrieval (jpn-Hira)": 7.31,
+ "MintakaRetrieval (por-Latn)": 13.66,
+ "NFCorpus": 32.25,
+ "NFCorpus-PL (pol-Latn)": 15.43,
+ "NQ": 46.47,
+ "PIQA": 26.44,
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+ "RARbCode": 42.44,
+ "RARbMath": 66.36,
+ "RuBQRetrieval (rus-Cyrl)": 8.84,
+ "SCIDOCS": 21.82,
+ "SCIDOCS-PL (pol-Latn)": 5.34,
+ "SIQA": 2.09,
+ "SciFact": 62.64,
+ "SciFact-PL (pol-Latn)": 22.48,
+ "SpartQA": 2.67,
+ "SyntecRetrieval (fra-Latn)": 60.8,
+ "T2Retrieval (cmn-Hans)": 4.82,
+ "TRECCOVID": 50.82,
+ "TRECCOVID-PL (pol-Latn)": 16.52,
+ "TempReasonL1": 1.66,
+ "TempReasonL2Fact": 10.31,
+ "TempReasonL2Pure": 0.63,
+ "TempReasonL3Fact": 11.11,
+ "TempReasonL3Pure": 6.63,
+ "Touche2020": 17.22,
+ "VideoRetrieval (cmn-Hans)": 9.38,
+ "WinoGrande": 27.2,
+ "XPQARetrieval (ara-Arab_ara-Arab)": 7.83,
+ "XPQARetrieval (eng-Latn_ara-Arab)": 2.52,
+ "XPQARetrieval (ara-Arab_eng-Latn)": 8.88,
+ "XPQARetrieval (deu-Latn_deu-Latn)": 56.77,
+ "XPQARetrieval (eng-Latn_deu-Latn)": 18.2,
+ "XPQARetrieval (deu-Latn_eng-Latn)": 30.06,
+ "XPQARetrieval (spa-Latn_spa-Latn)": 42.22,
+ "XPQARetrieval (eng-Latn_spa-Latn)": 7.53,
+ "XPQARetrieval (spa-Latn_eng-Latn)": 26.27,
+ "XPQARetrieval (fra-Latn_fra-Latn)": 55.9,
+ "XPQARetrieval (eng-Latn_fra-Latn)": 14.89,
+ "XPQARetrieval (fra-Latn_eng-Latn)": 34.2,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 33.26,
+ "XPQARetrieval (eng-Latn_hin-Deva)": 6.44,
+ "XPQARetrieval (hin-Deva_eng-Latn)": 6.98,
+ "XPQARetrieval (ita-Latn_ita-Latn)": 58.68,
+ "XPQARetrieval (eng-Latn_ita-Latn)": 8.56,
+ "XPQARetrieval (ita-Latn_eng-Latn)": 28.71,
+ "XPQARetrieval (jpn-Hira_jpn-Hira)": 39.53,
+ "XPQARetrieval (eng-Latn_jpn-Hira)": 5.7,
+ "XPQARetrieval (jpn-Hira_eng-Latn)": 13.75,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 13.48,
+ "XPQARetrieval (eng-Latn_kor-Hang)": 7.43,
+ "XPQARetrieval (kor-Hang_eng-Latn)": 7.34,
+ "XPQARetrieval (pol-Latn_pol-Latn)": 28.07,
+ "XPQARetrieval (eng-Latn_pol-Latn)": 10.03,
+ "XPQARetrieval (pol-Latn_eng-Latn)": 16.58,
+ "XPQARetrieval (por-Latn_por-Latn)": 34.09,
+ "XPQARetrieval (eng-Latn_por-Latn)": 7.38,
+ "XPQARetrieval (por-Latn_eng-Latn)": 22.59,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 9.13,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 4.15,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 3.76,
+ "XPQARetrieval (cmn-Hans_cmn-Hans)": 21.09,
+ "XPQARetrieval (eng-Latn_cmn-Hans)": 6.58,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 9.39,
+ "XPQARetrieval (fr)": 55.9
}
]
},
"STS": {
"spearman": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "BIOSSES": 68.38,
- "SICK-R": 80.77,
- "STS12": 75.3,
- "STS13": 84.67,
- "STS14": 80.19,
- "STS15": 85.4,
- "STS16": 80.82,
- "STS17 (en-en)": 89.44,
- "STS22 (en)": 61.96,
- "STSBenchmark": 84.25
+ "Model": "all-MiniLM-L12-v2",
+ "AFQMC (cmn-Hans)": 7.94,
+ "ATEC (cmn-Hans)": 12.97,
+ "BIOSSES": 83.57,
+ "BQ (cmn-Hans)": 23.31,
+ "CDSC-R (pol-Latn)": 82.5,
+ "LCQMC (cmn-Hans)": 21.04,
+ "PAWSX (cmn-Hans)": 7.31,
+ "RUParaPhraserSTS (rus-Cyrl)": 45.47,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 56.33,
+ "SICK-R": 79.32,
+ "SICK-R-PL (pol-Latn)": 54.26,
+ "SICKFr (fra-Latn)": 63.16,
+ "STS12": 73.08,
+ "STS13": 82.13,
+ "STS14": 76.73,
+ "STS15": 85.58,
+ "STS16": 80.23,
+ "STS17 (nld-Latn_eng-Latn)": 24.51,
+ "STS17 (eng-Latn_ara-Arab)": 0.54,
+ "STS17 (ara-Arab)": 58.71,
+ "STS17 (kor-Hang)": 43.37,
+ "STS17 (eng-Latn_tur-Latn)": 0.43,
+ "STS17 (ita-Latn_eng-Latn)": 24.28,
+ "STS17 (eng-Latn_deu-Latn)": 27.54,
+ "STS17 (fra-Latn_eng-Latn)": 30.7,
+ "STS17 (spa-Latn)": 78.37,
+ "STS17 (en-en)": 88.63,
+ "STS17 (spa-Latn_eng-Latn)": 22.01,
+ "STS17 (ar-ar)": 58.71,
+ "STS17 (en-ar)": 0.54,
+ "STS17 (en-de)": 27.54,
+ "STS17 (en-tr)": 0.43,
+ "STS17 (es-en)": 22.01,
+ "STS17 (es-es)": 78.37,
+ "STS17 (fr-en)": 30.7,
+ "STS17 (it-en)": 24.28,
+ "STS17 (ko-ko)": 43.37,
+ "STS17 (nl-en)": 24.51,
+ "STS22 (ara-Arab)": 17.54,
+ "STS22 (cmn-Hans)": 33.15,
+ "STS22 (fra-Latn)": 69.51,
+ "STS22 (deu-Latn_eng-Latn)": 42.86,
+ "STS22 (pol-Latn)": 19.22,
+ "STS22 (spa-Latn_eng-Latn)": 53.99,
+ "STS22 (pol-Latn_eng-Latn)": 42.67,
+ "STS22 (tur-Latn)": 21.6,
+ "STS22 (deu-Latn_fra-Latn)": 43.52,
+ "STS22 (fra-Latn_pol-Latn)": 16.9,
+ "STS22 (deu-Latn)": 22.53,
+ "STS22 (deu-Latn_pol-Latn)": 1.63,
+ "STS22 (en)": 65.67,
+ "STS22 (spa-Latn)": 43.98,
+ "STS22 (cmn-Hans_eng-Latn)": 44.39,
+ "STS22 (spa-Latn_ita-Latn)": 40.71,
+ "STS22 (ita-Latn)": 47.48,
+ "STS22 (rus-Cyrl)": 11.19,
+ "STS22 (ar)": 17.54,
+ "STS22 (de)": 22.53,
+ "STS22 (de-en)": 42.86,
+ "STS22 (de-fr)": 43.52,
+ "STS22 (de-pl)": 1.63,
+ "STS22 (es)": 43.98,
+ "STS22 (es-en)": 53.99,
+ "STS22 (es-it)": 40.71,
+ "STS22 (fr)": 69.51,
+ "STS22 (fr-pl)": 16.9,
+ "STS22 (it)": 47.48,
+ "STS22 (pl)": 19.22,
+ "STS22 (pl-en)": 42.67,
+ "STS22 (ru)": 11.19,
+ "STS22 (tr)": 21.6,
+ "STS22 (zh)": 33.15,
+ "STS22 (zh-en)": 44.39,
+ "STSB (cmn-Hans)": 36.66,
+ "STSBenchmark": 83.09,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 60.03,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 65.33,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 60.71,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 38.93,
+ "STSBenchmarkMultilingualSTS (en)": 83.09,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 63.85,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 56.09,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 66.68,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 60.2,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 63.28
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "SummEval": 31.17
+ "Model": "all-MiniLM-L12-v2",
+ "SummEval": 27.9,
+ "SummEvalFr (fra-Latn)": 26.63
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "sup-simcse-bert-base-uncased"
+ "Model": "all-MiniLM-L12-v2"
}
]
}
},
- "text-similarity-babbage-001": {
+ "instructor-large": {
"BitextMining": {
"f1": [
{
- "Model": "text-similarity-babbage-001"
+ "Model": "instructor-large"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text-similarity-babbage-001"
+ "Model": "instructor-large"
}
]
},
"Clustering": {
- "v_measure": [
- {
- "Model": "text-similarity-babbage-001",
- "RedditClustering": 45.64,
- "StackExchangeClustering": 53.01,
- "TwentyNewsgroupsClustering": 42.01
+ "v_measure": [
+ {
+ "Model": "instructor-large"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text-similarity-babbage-001",
- "SprintDuplicateQuestions": 76.46,
- "TwitterSemEval2015": 70.85,
- "TwitterURLCorpus": 85.08
+ "Model": "instructor-large"
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-similarity-babbage-001",
- "AskUbuntuDupQuestions": 54.68,
- "SciDocsRR": 72.78,
- "StackOverflowDupQuestions": 40.65
+ "Model": "instructor-large"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text-similarity-babbage-001"
+ "Model": "instructor-large",
+ "BrightRetrieval (pony)": 1.32,
+ "BrightRetrieval (sustainable_living)": 13.16,
+ "BrightRetrieval (aops)": 7.94,
+ "BrightRetrieval (biology)": 15.61,
+ "BrightRetrieval (stackoverflow)": 11.21,
+ "BrightRetrieval (theoremqa_theorems)": 9.29,
+ "BrightRetrieval (psychology)": 21.94,
+ "BrightRetrieval (economics)": 15.99,
+ "BrightRetrieval (robotics)": 11.45,
+ "BrightRetrieval (leetcode)": 20.0,
+ "BrightRetrieval (earth_science)": 21.52,
+ "BrightRetrieval (theoremqa_questions)": 20.07
}
]
},
"STS": {
"spearman": [
{
- "Model": "text-similarity-babbage-001",
- "BIOSSES": 78.12,
- "SICK-R": 77.02,
- "STSBenchmark": 84.32
+ "Model": "instructor-large"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text-similarity-babbage-001"
+ "Model": "instructor-large"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text-similarity-babbage-001"
+ "Model": "instructor-large"
}
]
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},
- "LLM2Vec-Meta-Llama-3-unsupervised": {
+ "google-gecko-256.text-embedding-preview-0409": {
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- "AmazonReviewsClassification (en)": 40.0,
- "Banking77Classification": 84.77,
- "EmotionClassification": 47.08,
- "ImdbClassification": 75.19,
- "MTOPDomainClassification (en)": 94.47,
- "MTOPIntentClassification (en)": 81.09,
- "MassiveIntentClassification (en)": 75.01,
- "MassiveScenarioClassification (en)": 79.16,
- "ToxicConversationsClassification": 71.85,
- "TweetSentimentExtractionClassification": 57.61
+ "Model": "google-gecko-256.text-embedding-preview-0409",
+ "AmazonCounterfactualClassification (en)": 70.93,
+ "AmazonPolarityClassification": 97.34,
+ "AmazonReviewsClassification (en)": 48.47,
+ "Banking77Classification": 86.01,
+ "EmotionClassification": 51.53,
+ "ImdbClassification": 95.7,
+ "MTOPDomainClassification (en)": 98.02,
+ "MTOPIntentClassification (en)": 77.82,
+ "MassiveIntentClassification (en)": 75.67,
+ "MassiveScenarioClassification (en)": 85.16,
+ "ToxicConversationsClassification": 88.33,
+ "TweetSentimentExtractionClassification": 72.97
}
]
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- "BiorxivClusteringP2P": 38.39,
- "BiorxivClusteringS2S": 31.31,
- "MedrxivClusteringP2P": 31.47,
- "MedrxivClusteringS2S": 27.87,
- "RedditClustering": 43.67,
- "RedditClusteringP2P": 61.67,
- "StackExchangeClustering": 68.2,
- "StackExchangeClusteringP2P": 36.36,
- "TwentyNewsgroupsClustering": 32.01
+ "Model": "google-gecko-256.text-embedding-preview-0409",
+ "ArxivClusteringP2P": 44.12,
+ "ArxivClusteringS2S": 36.54,
+ "BiorxivClusteringP2P": 36.28,
+ "BiorxivClusteringS2S": 33.09,
+ "MedrxivClusteringP2P": 32.08,
+ "MedrxivClusteringS2S": 30.84,
+ "RedditClustering": 62.24,
+ "RedditClusteringP2P": 63.7,
+ "StackExchangeClustering": 70.19,
+ "StackExchangeClusteringP2P": 36.1,
+ "TwentyNewsgroupsClustering": 50.6
}
]
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"PairClassification": {
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- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "SprintDuplicateQuestions": 88.14,
- "TwitterSemEval2015": 66.6,
- "TwitterURLCorpus": 79.3
+ "Model": "google-gecko-256.text-embedding-preview-0409",
+ "SprintDuplicateQuestions": 96.49,
+ "TwitterSemEval2015": 78.23,
+ "TwitterURLCorpus": 87.04
}
]
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"Reranking": {
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{
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- "AskUbuntuDupQuestions": 57.16,
- "MindSmallReranking": 30.1,
- "SciDocsRR": 76.28,
- "StackOverflowDupQuestions": 48.82
+ "Model": "google-gecko-256.text-embedding-preview-0409",
+ "AskUbuntuDupQuestions": 63.84,
+ "MindSmallReranking": 31.89,
+ "SciDocsRR": 81.62,
+ "StackOverflowDupQuestions": 53.76
}
]
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"Retrieval": {
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- "ArguAna": 51.73,
- "CQADupstackRetrieval": 32.4,
- "ClimateFEVER": 23.58,
- "DBPedia": 26.78,
- "FEVER": 53.42,
- "FiQA2018": 28.56,
- "HotpotQA": 52.37,
- "MSMARCO": 17.47,
- "NFCorpus": 26.28,
- "NQ": 37.65,
- "QuoraRetrieval": 84.64,
- "SCIDOCS": 10.39,
- "SciFact": 66.36,
- "TRECCOVID": 63.34,
- "Touche2020": 12.82
+ "Model": "google-gecko-256.text-embedding-preview-0409",
+ "ArguAna": 56.27,
+ "CQADupstackRetrieval": 45.41,
+ "ClimateFEVER": 29.35,
+ "DBPedia": 41.91,
+ "FEVER": 82.61,
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+ "MSMARCO": 31.12,
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+ "NQ": 57.37,
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+ "SciFact": 70.86,
+ "TRECCOVID": 80.13,
+ "Touche2020": 27.4
}
]
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"STS": {
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- "BIOSSES": 84.67,
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- "STS12": 61.6,
- "STS13": 79.71,
- "STS14": 72.11,
- "STS15": 82.18,
- "STS16": 79.41,
- "STS17 (en-en)": 85.44,
- "STS22 (en)": 63.9,
- "STSBenchmark": 77.44
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+ "SICK-R": 81.67,
+ "STS12": 78.02,
+ "STS13": 90.1,
+ "STS14": 85.44,
+ "STS15": 89.64,
+ "STS16": 87.24,
+ "STS17 (en-en)": 90.46,
+ "STS22 (en)": 67.99,
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}
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- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "SummEval": 31.45
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+ "SummEval": 32.36
}
]
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"InstructionRetrieval": {
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{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised"
+ "Model": "google-gecko-256.text-embedding-preview-0409"
}
]
}
},
- "bge-m3-instruct": {
+ "nb-bert-large": {
"BitextMining": {
"f1": [
{
- "Model": "bge-m3-instruct"
+ "Model": "nb-bert-large",
+ "BornholmBitextMining": 4.53
}
]
},
"Classification": {
"accuracy": [
{
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+ "Model": "nb-bert-large",
+ "AngryTweetsClassification": 52.14,
+ "DKHateClassification": 62.13,
+ "DanishPoliticalCommentsClassification": 35.04,
+ "LccSentimentClassification": 56.27,
+ "MassiveIntentClassification (da)": 57.03,
+ "MassiveIntentClassification (nb)": 62.68,
+ "MassiveIntentClassification (sv)": 55.02,
+ "MassiveScenarioClassification (da)": 60.43,
+ "MassiveScenarioClassification (nb)": 67.44,
+ "MassiveScenarioClassification (sv)": 57.12,
+ "NoRecClassification": 55.46,
+ "NordicLangClassification": 85.27,
+ "NorwegianParliament": 62.58,
+ "ScalaDaClassification": 62.85,
+ "ScalaNbClassification": 66.97
}
]
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"Clustering": {
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{
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+ "Model": "nb-bert-large"
}
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"PairClassification": {
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- "Model": "bge-m3-instruct"
+ "Model": "nb-bert-large"
}
]
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"Reranking": {
"map": [
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- "Model": "bge-m3-instruct"
+ "Model": "nb-bert-large"
}
]
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- "HellaSwag": 25.55,
- "PIQA": 19.03,
- "Quail": 7.08,
- "RARbCode": 39.58,
- "RARbMath": 64.51,
- "SIQA": 4.77,
- "SpartQA": 7.0,
- "TempReasonL1": 0.8,
- "TempReasonL2Fact": 34.99,
- "TempReasonL2Pure": 0.62,
- "TempReasonL3Fact": 32.47,
- "TempReasonL3Pure": 7.01,
- "WinoGrande": 35.33
+ "Model": "nb-bert-large"
}
]
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"STS": {
"spearman": [
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- "Model": "bge-m3-instruct"
+ "Model": "nb-bert-large"
}
]
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"Summarization": {
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- "Model": "bge-m3-instruct"
+ "Model": "nb-bert-large"
}
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"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-m3-instruct"
+ "Model": "nb-bert-large"
}
]
}
},
- "multi-qa-MiniLM-L6-cos-v1": {
+ "LLM2Vec-Llama-2-supervised": {
"BitextMining": {
"f1": [
{
- "Model": "multi-qa-MiniLM-L6-cos-v1"
+ "Model": "LLM2Vec-Llama-2-supervised"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "multi-qa-MiniLM-L6-cos-v1",
- "AmazonReviewsClassification (fr)": 27.05,
- "MTOPDomainClassification (fr)": 72.97,
- "MTOPIntentClassification (fr)": 37.18,
- "MasakhaNEWSClassification (fra)": 75.62,
- "MassiveIntentClassification (fr)": 42.64,
- "MassiveScenarioClassification (fr)": 49.92
- }
- ]
- },
- "Clustering": {
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- "Model": "multi-qa-MiniLM-L6-cos-v1",
- "AlloProfClusteringP2P": 49.13,
- "AlloProfClusteringS2S": 26.16,
- "HALClusteringS2S": 12.49,
- "MLSUMClusteringP2P": 35.15,
- "MLSUMClusteringS2S": 25.95,
- "MasakhaNEWSClusteringP2P (fra)": 53.73,
- "MasakhaNEWSClusteringS2S (fra)": 27.27
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "AmazonCounterfactualClassification (en)": 82.22,
+ "AmazonPolarityClassification": 89.69,
+ "AmazonReviewsClassification (en)": 48.47,
+ "Banking77Classification": 88.17,
+ "EmotionClassification": 51.71,
+ "ImdbClassification": 85.78,
+ "MTOPDomainClassification (en)": 95.57,
+ "MTOPIntentClassification (en)": 82.81,
+ "MassiveIntentClassification (en)": 78.06,
+ "MassiveScenarioClassification (en)": 81.35,
+ "ToxicConversationsClassification": 71.01,
+ "TweetSentimentExtractionClassification": 61.11
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "ArxivClusteringP2P": 43.14,
+ "ArxivClusteringS2S": 42.38,
+ "BiorxivClusteringP2P": 35.88,
+ "BiorxivClusteringS2S": 34.81,
+ "MedrxivClusteringP2P": 32.23,
+ "MedrxivClusteringS2S": 31.37,
+ "RedditClustering": 61.1,
+ "RedditClusteringP2P": 64.52,
+ "StackExchangeClustering": 67.98,
+ "StackExchangeClusteringP2P": 33.2,
+ "TwentyNewsgroupsClustering": 51.04
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "multi-qa-MiniLM-L6-cos-v1",
- "OpusparcusPC (fr)": 88.07,
- "PawsXPairClassification (fr)": 57.36
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "SprintDuplicateQuestions": 96.83,
+ "TwitterSemEval2015": 80.7,
+ "TwitterURLCorpus": 86.56
}
]
},
"Reranking": {
"map": [
{
- "Model": "multi-qa-MiniLM-L6-cos-v1",
- "AlloprofReranking": 40.28,
- "SyntecReranking": 65.08
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "AskUbuntuDupQuestions": 63.13,
+ "MindSmallReranking": 31.34,
+ "SciDocsRR": 84.03,
+ "StackOverflowDupQuestions": 51.02
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "multi-qa-MiniLM-L6-cos-v1",
- "AlloprofRetrieval": 30.23,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 16.31,
- "SyntecRetrieval": 58.07,
- "XPQARetrieval (fr)": 48.83
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "ArguAna": 56.53,
+ "CQADupstackRetrieval": 45.94,
+ "ClimateFEVER": 30.7,
+ "DBPedia": 48.42,
+ "FEVER": 89.93,
+ "FiQA2018": 51.28,
+ "HotpotQA": 72.99,
+ "MSMARCO": 41.46,
+ "NFCorpus": 40.33,
+ "NQ": 61.24,
+ "QuoraRetrieval": 85.59,
+ "SCIDOCS": 21.05,
+ "SciFact": 77.3,
+ "TRECCOVID": 79.25,
+ "Touche2020": 16.92
}
]
},
"STS": {
"spearman": [
{
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- "SICKFr": 62.11,
- "STS22 (fr)": 74.62,
- "STSBenchmarkMultilingualSTS (fr)": 63.85
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "BIOSSES": 82.13,
+ "SICK-R": 83.01,
+ "STS12": 78.85,
+ "STS13": 86.84,
+ "STS14": 84.04,
+ "STS15": 88.72,
+ "STS16": 86.79,
+ "STS17 (en-en)": 90.63,
+ "STS22 (en)": 67.55,
+ "STSBenchmark": 88.72
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "multi-qa-MiniLM-L6-cos-v1",
- "SummEvalFr": 27.59
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "SummEval": 28.49
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "multi-qa-MiniLM-L6-cos-v1"
+ "Model": "LLM2Vec-Llama-2-supervised"
}
]
}
},
- "titan-embed-text-v1": {
+ "sbert_large_mt_nlu_ru": {
"BitextMining": {
"f1": [
{
- "Model": "titan-embed-text-v1"
+ "Model": "sbert_large_mt_nlu_ru"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "titan-embed-text-v1",
- "AmazonCounterfactualClassification (en)": 61.85,
- "Banking77Classification": 83.21
+ "Model": "sbert_large_mt_nlu_ru",
+ "GeoreviewClassification (rus-Cyrl)": 39.67,
+ "HeadlineClassification (rus-Cyrl)": 77.19,
+ "InappropriatenessClassification (rus-Cyrl)": 64.64,
+ "KinopoiskClassification (rus-Cyrl)": 50.33,
+ "MassiveIntentClassification (rus-Cyrl)": 61.42,
+ "MassiveScenarioClassification (rus-Cyrl)": 68.13,
+ "RuReviewsClassification (rus-Cyrl)": 58.29,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 54.19,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.8
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "titan-embed-text-v1"
+ "Model": "sbert_large_mt_nlu_ru",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 58.45,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.2,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 47.29
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "titan-embed-text-v1"
+ "Model": "sbert_large_mt_nlu_ru",
+ "TERRa (rus-Cyrl)": 51.97
}
]
},
"Reranking": {
"map": [
{
- "Model": "titan-embed-text-v1",
- "SciDocsRR": 88.87
+ "Model": "sbert_large_mt_nlu_ru",
+ "RuBQReranking (rus-Cyrl)": 56.13
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "titan-embed-text-v1",
- "ArguAna": 48.83,
- "FiQA2018": 40.38,
- "MSMARCO": 35.19,
- "NQ": 51.08,
- "SciFact": 73.5,
- "TRECCOVID": 54.74
+ "Model": "sbert_large_mt_nlu_ru",
+ "RiaNewsRetrieval (rus-Cyrl)": 21.4,
+ "RuBQRetrieval (rus-Cyrl)": 29.8
}
]
},
"STS": {
"spearman": [
{
- "Model": "titan-embed-text-v1",
- "BIOSSES": 84.17,
- "SICK-R": 73.05,
- "STS12": 66.59,
- "STS13": 83.24,
- "STS14": 73.71,
- "STS15": 82.4,
- "STS16": NaN,
- "STS17 (en-en)": 80.9,
- "STSBenchmark": 74.85
+ "Model": "sbert_large_mt_nlu_ru",
+ "RUParaPhraserSTS (rus-Cyrl)": 65.17,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 71.22,
+ "STS22 (rus-Cyrl)": 56.82
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "titan-embed-text-v1"
+ "Model": "sbert_large_mt_nlu_ru"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "titan-embed-text-v1"
+ "Model": "sbert_large_mt_nlu_ru"
}
]
}
},
- "udever-bloom-560m": {
+ "bge-m3-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "udever-bloom-560m"
+ "Model": "bge-m3-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "udever-bloom-560m",
- "AmazonReviewsClassification (fr)": 26.85,
- "MTOPDomainClassification (fr)": 34.99,
- "MTOPIntentClassification (fr)": 15.76,
- "MasakhaNEWSClassification (fra)": 67.94,
- "MassiveIntentClassification (fr)": 15.09,
- "MassiveScenarioClassification (fr)": 21.67
+ "Model": "bge-m3-instruct"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "udever-bloom-560m",
- "AlloProfClusteringP2P": 53.57,
- "AlloProfClusteringS2S": 22.13,
- "HALClusteringS2S": 7.68,
- "MLSUMClusteringP2P": 36.43,
- "MLSUMClusteringS2S": 25.26,
- "MasakhaNEWSClusteringP2P (fra)": 37.57,
- "MasakhaNEWSClusteringS2S (fra)": 20.58
+ "Model": "bge-m3-instruct"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "udever-bloom-560m",
- "OpusparcusPC (fr)": 82.1,
- "PawsXPairClassification (fr)": 59.69
+ "Model": "bge-m3-instruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "udever-bloom-560m",
- "AlloprofReranking": 28.75,
- "SyntecReranking": 50.88
+ "Model": "bge-m3-instruct"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "udever-bloom-560m",
- "AlloprofRetrieval": 1.98,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.48,
- "SyntecRetrieval": 24.45,
- "XPQARetrieval (fr)": 12.98
+ "Model": "bge-m3-instruct",
+ "ARCChallenge": 9.03,
+ "AlphaNLI": 24.69,
+ "HellaSwag": 25.55,
+ "PIQA": 19.03,
+ "Quail": 7.08,
+ "RARbCode": 39.58,
+ "RARbMath": 64.51,
+ "SIQA": 4.77,
+ "SpartQA": 7.0,
+ "TempReasonL1": 0.8,
+ "TempReasonL2Fact": 34.99,
+ "TempReasonL2Pure": 0.62,
+ "TempReasonL3Fact": 32.47,
+ "TempReasonL3Pure": 7.01,
+ "WinoGrande": 35.33
}
]
},
"STS": {
"spearman": [
{
- "Model": "udever-bloom-560m",
- "SICKFr": 54.54,
- "STS22 (fr)": 61.35,
- "STSBenchmarkMultilingualSTS (fr)": 36.78
+ "Model": "bge-m3-instruct"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "udever-bloom-560m",
- "SummEvalFr": 23.63
+ "Model": "bge-m3-instruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "udever-bloom-560m"
+ "Model": "bge-m3-instruct"
}
]
}
},
- "LLM2Vec-Llama-2-supervised": {
+ "text2vec-large-chinese": {
"BitextMining": {
"f1": [
{
- "Model": "LLM2Vec-Llama-2-supervised"
+ "Model": "text2vec-large-chinese"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "LLM2Vec-Llama-2-supervised",
- "AmazonCounterfactualClassification (en)": 82.22,
- "AmazonPolarityClassification": 89.69,
- "AmazonReviewsClassification (en)": 48.47,
- "Banking77Classification": 88.17,
- "EmotionClassification": 51.71,
- "ImdbClassification": 85.78,
- "MTOPDomainClassification (en)": 95.57,
- "MTOPIntentClassification (en)": 82.81,
- "MassiveIntentClassification (en)": 78.06,
- "MassiveScenarioClassification (en)": 81.35,
- "ToxicConversationsClassification": 71.01,
- "TweetSentimentExtractionClassification": 61.11
+ "Model": "text2vec-large-chinese",
+ "AmazonReviewsClassification (zh)": 33.77,
+ "IFlyTek": 41.54,
+ "JDReview": 81.56,
+ "MassiveIntentClassification (zh-CN)": 63.23,
+ "MassiveScenarioClassification (zh-CN)": 68.45,
+ "MultilingualSentiment": 58.97,
+ "OnlineShopping": 83.51,
+ "TNews": 38.92,
+ "Waimai": 76.01
}
]
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"Clustering": {
"v_measure": [
{
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- "ArxivClusteringP2P": 43.14,
- "ArxivClusteringS2S": 42.38,
- "BiorxivClusteringP2P": 35.88,
- "BiorxivClusteringS2S": 34.81,
- "MedrxivClusteringP2P": 32.23,
- "MedrxivClusteringS2S": 31.37,
- "RedditClustering": 61.1,
- "RedditClusteringP2P": 64.52,
- "StackExchangeClustering": 67.98,
- "StackExchangeClusteringP2P": 33.2,
- "TwentyNewsgroupsClustering": 51.04
+ "Model": "text2vec-large-chinese",
+ "CLSClusteringP2P": 30.13,
+ "CLSClusteringS2S": 28.77,
+ "ThuNewsClusteringP2P": 35.05,
+ "ThuNewsClusteringS2S": 26.14
}
]
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"PairClassification": {
"ap": [
{
- "Model": "LLM2Vec-Llama-2-supervised",
- "SprintDuplicateQuestions": 96.83,
- "TwitterSemEval2015": 80.7,
- "TwitterURLCorpus": 86.56
+ "Model": "text2vec-large-chinese",
+ "Cmnli": 77.67,
+ "Ocnli": 64.04
}
]
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"Reranking": {
"map": [
{
- "Model": "LLM2Vec-Llama-2-supervised",
- "AskUbuntuDupQuestions": 63.13,
- "MindSmallReranking": 31.34,
- "SciDocsRR": 84.03,
- "StackOverflowDupQuestions": 51.02
+ "Model": "text2vec-large-chinese",
+ "CMedQAv1": 58.92,
+ "CMedQAv2": 60.41,
+ "MMarcoReranking": 12.48,
+ "T2Reranking": 64.82
}
]
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"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LLM2Vec-Llama-2-supervised",
- "ArguAna": 56.53,
- "CQADupstackRetrieval": 45.94,
- "ClimateFEVER": 30.7,
- "DBPedia": 48.42,
- "FEVER": 89.93,
- "FiQA2018": 51.28,
- "HotpotQA": 72.99,
- "MSMARCO": 41.46,
- "NFCorpus": 40.33,
- "NQ": 61.24,
- "QuoraRetrieval": 85.59,
- "SCIDOCS": 21.05,
- "SciFact": 77.3,
- "TRECCOVID": 79.25,
- "Touche2020": 16.92
+ "Model": "text2vec-large-chinese",
+ "CmedqaRetrieval": 15.53,
+ "CovidRetrieval": 60.48,
+ "DuRetrieval": 51.87,
+ "EcomRetrieval": 37.58,
+ "MMarcoRetrieval": 45.96,
+ "MedicalRetrieval": 30.93,
+ "T2Retrieval": 50.52,
+ "VideoRetrieval": 42.65
}
]
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"STS": {
"spearman": [
{
- "Model": "LLM2Vec-Llama-2-supervised",
- "BIOSSES": 82.13,
- "SICK-R": 83.01,
- "STS12": 78.85,
- "STS13": 86.84,
- "STS14": 84.04,
- "STS15": 88.72,
- "STS16": 86.79,
- "STS17 (en-en)": 90.63,
- "STS22 (en)": 67.55,
- "STSBenchmark": 88.72
+ "Model": "text2vec-large-chinese",
+ "AFQMC": 24.51,
+ "ATEC": 32.45,
+ "BQ": 44.22,
+ "LCQMC": 69.16,
+ "PAWSX": 14.55,
+ "QBQTC": 29.51,
+ "STS22 (zh)": 65.94,
+ "STSB": 79.45
}
]
},
"Summarization": {
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- "Model": "LLM2Vec-Llama-2-supervised",
- "SummEval": 28.49
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}
]
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"InstructionRetrieval": {
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{
- "Model": "LLM2Vec-Llama-2-supervised"
+ "Model": "text2vec-large-chinese"
}
]
}
},
- "bert-base-25lang-cased": {
+ "gtr-t5-large": {
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"f1": [
{
- "Model": "bert-base-25lang-cased"
+ "Model": "gtr-t5-large"
}
]
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"Classification": {
"accuracy": [
{
- "Model": "bert-base-25lang-cased",
- "AmazonReviewsClassification (fr)": 29.39,
- "MTOPDomainClassification (fr)": 63.63,
- "MTOPIntentClassification (fr)": 37.86,
- "MasakhaNEWSClassification (fra)": 63.91,
- "MassiveIntentClassification (fr)": 37.3,
- "MassiveScenarioClassification (fr)": 44.47
+ "Model": "gtr-t5-large",
+ "AmazonCounterfactualClassification (de)": 59.38,
+ "AmazonCounterfactualClassification (en)": 70.03,
+ "AmazonCounterfactualClassification (en-ext)": 69.86,
+ "AmazonCounterfactualClassification (ja)": 45.87,
+ "AmazonPolarityClassification": 73.92,
+ "AmazonReviewsClassification (de)": 33.06,
+ "AmazonReviewsClassification (en)": 37.21,
+ "AmazonReviewsClassification (es)": 34.0,
+ "AmazonReviewsClassification (fr)": 33.48,
+ "AmazonReviewsClassification (ja)": 21.78,
+ "AmazonReviewsClassification (zh)": 21.83,
+ "Banking77Classification": 81.21,
+ "EmotionClassification": 46.33,
+ "ImdbClassification": 70.86,
+ "MTOPDomainClassification (de)": 81.91,
+ "MTOPDomainClassification (en)": 94.01,
+ "MTOPDomainClassification (es)": 84.7,
+ "MTOPDomainClassification (fr)": 82.48,
+ "MTOPDomainClassification (hi)": 22.11,
+ "MTOPDomainClassification (th)": 16.36,
+ "MTOPIntentClassification (de)": 52.13,
+ "MTOPIntentClassification (en)": 63.86,
+ "MTOPIntentClassification (es)": 52.62,
+ "MTOPIntentClassification (fr)": 46.39,
+ "MTOPIntentClassification (hi)": 3.9,
+ "MTOPIntentClassification (th)": 5.38,
+ "MassiveIntentClassification (af)": 41.02,
+ "MassiveIntentClassification (am)": 2.34,
+ "MassiveIntentClassification (ar)": 4.87,
+ "MassiveIntentClassification (az)": 34.92,
+ "MassiveIntentClassification (bn)": 2.52,
+ "MassiveIntentClassification (cy)": 35.87,
+ "MassiveIntentClassification (da)": 45.3,
+ "MassiveIntentClassification (de)": 51.48,
+ "MassiveIntentClassification (el)": 10.0,
+ "MassiveIntentClassification (en)": 70.06,
+ "MassiveIntentClassification (es)": 53.3,
+ "MassiveIntentClassification (fa)": 3.59,
+ "MassiveIntentClassification (fi)": 37.35,
+ "MassiveIntentClassification (fr)": 54.83,
+ "MassiveIntentClassification (he)": 2.52,
+ "MassiveIntentClassification (hi)": 2.88,
+ "MassiveIntentClassification (hu)": 33.52,
+ "MassiveIntentClassification (hy)": 3.13,
+ "MassiveIntentClassification (id)": 40.11,
+ "MassiveIntentClassification (is)": 34.77,
+ "MassiveIntentClassification (it)": 51.21,
+ "MassiveIntentClassification (ja)": 4.75,
+ "MassiveIntentClassification (jv)": 35.6,
+ "MassiveIntentClassification (ka)": 2.71,
+ "MassiveIntentClassification (km)": 5.48,
+ "MassiveIntentClassification (kn)": 2.44,
+ "MassiveIntentClassification (ko)": 2.59,
+ "MassiveIntentClassification (lv)": 38.15,
+ "MassiveIntentClassification (ml)": 2.67,
+ "MassiveIntentClassification (mn)": 18.47,
+ "MassiveIntentClassification (ms)": 35.58,
+ "MassiveIntentClassification (my)": 4.35,
+ "MassiveIntentClassification (nb)": 43.78,
+ "MassiveIntentClassification (nl)": 45.96,
+ "MassiveIntentClassification (pl)": 39.08,
+ "MassiveIntentClassification (pt)": 52.27,
+ "MassiveIntentClassification (ro)": 46.39,
+ "MassiveIntentClassification (ru)": 16.82,
+ "MassiveIntentClassification (sl)": 37.3,
+ "MassiveIntentClassification (sq)": 41.73,
+ "MassiveIntentClassification (sv)": 43.51,
+ "MassiveIntentClassification (sw)": 35.97,
+ "MassiveIntentClassification (ta)": 1.52,
+ "MassiveIntentClassification (te)": 2.57,
+ "MassiveIntentClassification (th)": 3.94,
+ "MassiveIntentClassification (tl)": 41.03,
+ "MassiveIntentClassification (tr)": 33.75,
+ "MassiveIntentClassification (ur)": 2.57,
+ "MassiveIntentClassification (vi)": 25.23,
+ "MassiveIntentClassification (zh-CN)": 2.41,
+ "MassiveIntentClassification (zh-TW)": 4.64,
+ "MassiveScenarioClassification (af)": 51.48,
+ "MassiveScenarioClassification (am)": 7.74,
+ "MassiveScenarioClassification (ar)": 12.03,
+ "MassiveScenarioClassification (az)": 41.77,
+ "MassiveScenarioClassification (bn)": 8.07,
+ "MassiveScenarioClassification (cy)": 43.67,
+ "MassiveScenarioClassification (da)": 54.88,
+ "MassiveScenarioClassification (de)": 63.63,
+ "MassiveScenarioClassification (el)": 16.83,
+ "MassiveScenarioClassification (en)": 75.49,
+ "MassiveScenarioClassification (es)": 61.48,
+ "MassiveScenarioClassification (fa)": 6.48,
+ "MassiveScenarioClassification (fi)": 43.54,
+ "MassiveScenarioClassification (fr)": 64.06,
+ "MassiveScenarioClassification (he)": 8.03,
+ "MassiveScenarioClassification (hi)": 7.5,
+ "MassiveScenarioClassification (hu)": 42.59,
+ "MassiveScenarioClassification (hy)": 9.22,
+ "MassiveScenarioClassification (id)": 48.67,
+ "MassiveScenarioClassification (is)": 43.87,
+ "MassiveScenarioClassification (it)": 59.83,
+ "MassiveScenarioClassification (ja)": 5.62,
+ "MassiveScenarioClassification (jv)": 42.18,
+ "MassiveScenarioClassification (ka)": 7.52,
+ "MassiveScenarioClassification (km)": 9.55,
+ "MassiveScenarioClassification (kn)": 8.34,
+ "MassiveScenarioClassification (ko)": 6.11,
+ "MassiveScenarioClassification (lv)": 43.35,
+ "MassiveScenarioClassification (ml)": 7.28,
+ "MassiveScenarioClassification (mn)": 23.94,
+ "MassiveScenarioClassification (ms)": 45.18,
+ "MassiveScenarioClassification (my)": 9.33,
+ "MassiveScenarioClassification (nb)": 52.71,
+ "MassiveScenarioClassification (nl)": 57.02,
+ "MassiveScenarioClassification (pl)": 46.79,
+ "MassiveScenarioClassification (pt)": 59.45,
+ "MassiveScenarioClassification (ro)": 56.8,
+ "MassiveScenarioClassification (ru)": 25.85,
+ "MassiveScenarioClassification (sl)": 42.51,
+ "MassiveScenarioClassification (sq)": 50.41,
+ "MassiveScenarioClassification (sv)": 54.16,
+ "MassiveScenarioClassification (sw)": 43.02,
+ "MassiveScenarioClassification (ta)": 7.21,
+ "MassiveScenarioClassification (te)": 6.9,
+ "MassiveScenarioClassification (th)": 8.7,
+ "MassiveScenarioClassification (tl)": 51.76,
+ "MassiveScenarioClassification (tr)": 42.54,
+ "MassiveScenarioClassification (ur)": 9.32,
+ "MassiveScenarioClassification (vi)": 31.51,
+ "MassiveScenarioClassification (zh-CN)": 3.84,
+ "MassiveScenarioClassification (zh-TW)": 8.16,
+ "ToxicConversationsClassification": 68.65,
+ "TweetSentimentExtractionClassification": 54.09
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "bert-base-25lang-cased",
- "AlloProfClusteringP2P": 53.49,
- "AlloProfClusteringS2S": 43.1,
- "HALClusteringS2S": 19.78,
- "MLSUMClusteringP2P": 40.73,
- "MLSUMClusteringS2S": 31.94,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
+ "Model": "gtr-t5-large",
+ "ArxivClusteringP2P": 37.5,
+ "ArxivClusteringS2S": 30.55,
+ "BiorxivClusteringP2P": 29.59,
+ "BiorxivClusteringS2S": 25.72,
+ "MedrxivClusteringP2P": 28.72,
+ "MedrxivClusteringS2S": 27.39,
+ "RedditClustering": 61.69,
+ "RedditClusteringP2P": 61.67,
+ "StackExchangeClustering": 69.93,
+ "StackExchangeClusteringP2P": 33.21,
+ "TwentyNewsgroupsClustering": 51.64
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bert-base-25lang-cased",
- "OpusparcusPC (fr)": 86.79,
- "PawsXPairClassification (fr)": 53.39
+ "Model": "gtr-t5-large",
+ "SprintDuplicateQuestions": 95.05,
+ "TwitterSemEval2015": 76.03,
+ "TwitterURLCorpus": 84.89
}
]
},
"Reranking": {
"map": [
{
- "Model": "bert-base-25lang-cased",
- "AlloprofReranking": 36.25,
- "SyntecReranking": 53.25
+ "Model": "gtr-t5-large",
+ "AskUbuntuDupQuestions": 61.64,
+ "MindSmallReranking": 31.84,
+ "SciDocsRR": 76.39,
+ "StackOverflowDupQuestions": 51.58
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bert-base-25lang-cased",
- "AlloprofRetrieval": 1.6,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 3.55,
- "SyntecRetrieval": 18.95,
- "XPQARetrieval (fr)": 18.46
+ "Model": "gtr-t5-large",
+ "ArguAna": 52.09,
+ "CQADupstackRetrieval": 36.62,
+ "ClimateFEVER": 26.9,
+ "DBPedia": 39.55,
+ "FEVER": 72.66,
+ "FiQA2018": 42.79,
+ "HotpotQA": 57.85,
+ "MSMARCO": 42.73,
+ "NFCorpus": 32.63,
+ "NQ": 55.09,
+ "QuoraRetrieval": 88.47,
+ "SCIDOCS": 15.51,
+ "SciFact": 63.42,
+ "TRECCOVID": 56.68,
+ "Touche2020": 28.29
}
]
},
- "STS": {
- "spearman": [
- {
- "Model": "bert-base-25lang-cased",
- "SICKFr": 58.76,
- "STS22 (fr)": 38.77,
- "STSBenchmarkMultilingualSTS (fr)": 52.25
+ "STS": {
+ "spearman": [
+ {
+ "Model": "gtr-t5-large",
+ "BIOSSES": 84.86,
+ "SICK-R": 73.39,
+ "STS12": 70.33,
+ "STS13": 82.19,
+ "STS14": 77.16,
+ "STS15": 86.31,
+ "STS16": 81.85,
+ "STS17 (ar-ar)": 10.19,
+ "STS17 (en-ar)": -5.77,
+ "STS17 (en-de)": 67.43,
+ "STS17 (en-en)": 83.93,
+ "STS17 (en-tr)": 8.75,
+ "STS17 (es-en)": 54.96,
+ "STS17 (es-es)": 82.74,
+ "STS17 (fr-en)": 60.5,
+ "STS17 (it-en)": 46.26,
+ "STS17 (ko-ko)": 8.96,
+ "STS17 (nl-en)": 47.48,
+ "STS22 (ar)": 34.97,
+ "STS22 (de)": 51.7,
+ "STS22 (de-en)": 48.76,
+ "STS22 (de-fr)": 57.5,
+ "STS22 (de-pl)": 32.76,
+ "STS22 (en)": 64.3,
+ "STS22 (es)": 57.49,
+ "STS22 (es-en)": 67.76,
+ "STS22 (es-it)": 57.18,
+ "STS22 (fr)": 78.7,
+ "STS22 (fr-pl)": 61.98,
+ "STS22 (it)": 67.67,
+ "STS22 (pl)": 30.68,
+ "STS22 (pl-en)": 54.17,
+ "STS22 (ru)": 15.36,
+ "STS22 (tr)": 58.12,
+ "STS22 (zh)": 27.32,
+ "STS22 (zh-en)": 29.42,
+ "STSBenchmark": 77.6
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bert-base-25lang-cased",
- "SummEvalFr": 28.84
+ "Model": "gtr-t5-large",
+ "SummEval": 29.5
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bert-base-25lang-cased"
+ "Model": "gtr-t5-large"
}
]
}
},
- "flan-t5-base": {
+ "OpenSearch-text-hybrid": {
"BitextMining": {
"f1": [
{
- "Model": "flan-t5-base"
+ "Model": "OpenSearch-text-hybrid"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "flan-t5-base"
+ "Model": "OpenSearch-text-hybrid",
+ "AmazonReviewsClassification (zh)": 46.18,
+ "IFlyTek": 51.8,
+ "JDReview": 86.02,
+ "MassiveIntentClassification (zh-CN)": 73.85,
+ "MassiveScenarioClassification (zh-CN)": 77.13,
+ "MultilingualSentiment": 76.35,
+ "OnlineShopping": 93.2,
+ "TNews": 53.06,
+ "Waimai": 88.1
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "flan-t5-base"
+ "Model": "OpenSearch-text-hybrid",
+ "CLSClusteringP2P": 41.64,
+ "CLSClusteringS2S": 40.33,
+ "ThuNewsClusteringP2P": 69.28,
+ "ThuNewsClusteringS2S": 63.75
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "flan-t5-base"
+ "Model": "OpenSearch-text-hybrid",
+ "Cmnli": 90.77,
+ "Ocnli": 85.44
}
]
},
"Reranking": {
"map": [
{
- "Model": "flan-t5-base"
+ "Model": "OpenSearch-text-hybrid",
+ "CMedQAv1": 88.99,
+ "CMedQAv2": 89.6,
+ "MMarcoReranking": 28.12,
+ "T2Reranking": 66.38
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "flan-t5-base"
+ "Model": "OpenSearch-text-hybrid",
+ "CmedqaRetrieval": 46.56,
+ "CovidRetrieval": 84.03,
+ "DuRetrieval": 87.85,
+ "EcomRetrieval": 68.79,
+ "MMarcoRetrieval": 79.93,
+ "MedicalRetrieval": 65.92,
+ "T2Retrieval": 86.76,
+ "VideoRetrieval": 75.43
}
]
},
"STS": {
"spearman": [
{
- "Model": "flan-t5-base"
+ "Model": "OpenSearch-text-hybrid",
+ "AFQMC": 59.11,
+ "ATEC": 58.19,
+ "BQ": 71.07,
+ "LCQMC": 78.27,
+ "PAWSX": 44.98,
+ "QBQTC": 38.69,
+ "STS22 (zh)": 66.53,
+ "STSB": 82.8
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "flan-t5-base"
+ "Model": "OpenSearch-text-hybrid"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "flan-t5-base",
- "Core17InstructionRetrieval": -3.31,
- "News21InstructionRetrieval": -0.12,
- "Robust04InstructionRetrieval": 5.35
+ "Model": "OpenSearch-text-hybrid"
}
]
}
},
- "sbert_large_mt_nlu_ru": {
+ "voyage-lite-01-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "sbert_large_mt_nlu_ru"
+ "Model": "voyage-lite-01-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "sbert_large_mt_nlu_ru",
- "GeoreviewClassification (rus-Cyrl)": 39.67,
- "HeadlineClassification (rus-Cyrl)": 77.19,
- "InappropriatenessClassification (rus-Cyrl)": 64.64,
- "KinopoiskClassification (rus-Cyrl)": 50.33,
- "MassiveIntentClassification (rus-Cyrl)": 61.42,
- "MassiveScenarioClassification (rus-Cyrl)": 68.13,
- "RuReviewsClassification (rus-Cyrl)": 58.29,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 54.19,
- "RuSciBenchOECDClassification (rus-Cyrl)": 43.8
+ "Model": "voyage-lite-01-instruct",
+ "AmazonCounterfactualClassification (en)": 71.43,
+ "AmazonPolarityClassification": 96.41,
+ "AmazonReviewsClassification (en)": 57.06,
+ "Banking77Classification": 81.64,
+ "EmotionClassification": 48.29,
+ "ImdbClassification": 95.49,
+ "MTOPDomainClassification (en)": 96.3,
+ "MTOPIntentClassification (en)": 67.93,
+ "MassiveIntentClassification (en)": 71.29,
+ "MassiveScenarioClassification (en)": 76.74,
+ "ToxicConversationsClassification": 75.45,
+ "TweetSentimentExtractionClassification": 59.44
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "sbert_large_mt_nlu_ru",
- "GeoreviewClusteringP2P (rus-Cyrl)": 58.45,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.2,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 47.29
+ "Model": "voyage-lite-01-instruct",
+ "ArxivClusteringP2P": 47.92,
+ "ArxivClusteringS2S": 42.42,
+ "BiorxivClusteringP2P": 38.72,
+ "BiorxivClusteringS2S": 36.6,
+ "MedrxivClusteringP2P": 34.04,
+ "MedrxivClusteringS2S": 32.81,
+ "RedditClustering": 61.56,
+ "RedditClusteringP2P": 65.35,
+ "StackExchangeClustering": 70.16,
+ "StackExchangeClusteringP2P": 38.23,
+ "TwentyNewsgroupsClustering": 53.56
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "sbert_large_mt_nlu_ru",
- "TERRa (rus-Cyrl)": 51.97
+ "Model": "voyage-lite-01-instruct",
+ "SprintDuplicateQuestions": 96.01,
+ "TwitterSemEval2015": 76.87,
+ "TwitterURLCorpus": 86.84
}
]
},
"Reranking": {
"map": [
{
- "Model": "sbert_large_mt_nlu_ru",
- "RuBQReranking (rus-Cyrl)": 56.13
+ "Model": "voyage-lite-01-instruct",
+ "AskUbuntuDupQuestions": 65.77,
+ "MindSmallReranking": 31.69,
+ "SciDocsRR": 87.03,
+ "StackOverflowDupQuestions": 54.49
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "sbert_large_mt_nlu_ru",
- "RiaNewsRetrieval (rus-Cyrl)": 21.4,
- "RuBQRetrieval (rus-Cyrl)": 29.8
+ "Model": "voyage-lite-01-instruct",
+ "ArguAna": 58.73,
+ "CQADupstackRetrieval": 45.11,
+ "ClimateFEVER": 37.47,
+ "DBPedia": 43.42,
+ "FEVER": 89.71,
+ "FiQA2018": 44.79,
+ "HotpotQA": 70.46,
+ "MSMARCO": 39.66,
+ "NFCorpus": 43.33,
+ "NQ": 60.65,
+ "QuoraRetrieval": 87.83,
+ "SCIDOCS": 23.19,
+ "SciFact": 73.64,
+ "TRECCOVID": 78.92,
+ "Touche2020": 36.83
}
]
},
"STS": {
"spearman": [
{
- "Model": "sbert_large_mt_nlu_ru",
- "RUParaPhraserSTS (rus-Cyrl)": 65.17,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 71.22,
- "STS22 (rus-Cyrl)": 56.82
+ "Model": "voyage-lite-01-instruct",
+ "BIOSSES": 84.85,
+ "SICK-R": 79.71,
+ "STS12": 77.09,
+ "STS13": 88.91,
+ "STS14": 82.08,
+ "STS15": 89.21,
+ "STS16": 84.74,
+ "STS17 (en-en)": 90.73,
+ "STS22 (en)": 62.1,
+ "STSBenchmark": 89.86
}
]
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"Summarization": {
"spearman": [
{
- "Model": "sbert_large_mt_nlu_ru"
+ "Model": "voyage-lite-01-instruct",
+ "SummEval": 30.97
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "sbert_large_mt_nlu_ru"
+ "Model": "voyage-lite-01-instruct"
}
]
}
},
- "monobert-large-msmarco": {
+ "allenai-specter": {
"BitextMining": {
"f1": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "allenai-specter"
}
]
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"Classification": {
"accuracy": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "allenai-specter",
+ "AmazonCounterfactualClassification (de)": 54.46,
+ "AmazonCounterfactualClassification (en)": 58.7,
+ "AmazonCounterfactualClassification (en-ext)": 59.28,
+ "AmazonCounterfactualClassification (ja)": 43.87,
+ "AmazonPolarityClassification": 57.77,
+ "AmazonReviewsClassification (de)": 24.08,
+ "AmazonReviewsClassification (en)": 26.26,
+ "AmazonReviewsClassification (es)": 23.88,
+ "AmazonReviewsClassification (fr)": 23.31,
+ "AmazonReviewsClassification (ja)": 20.25,
+ "AmazonReviewsClassification (zh)": 20.49,
+ "Banking77Classification": 66.66,
+ "EmotionClassification": 24.82,
+ "ImdbClassification": 56.35,
+ "MTOPDomainClassification (de)": 48.55,
+ "MTOPDomainClassification (en)": 74.53,
+ "MTOPDomainClassification (es)": 58.39,
+ "MTOPDomainClassification (fr)": 54.61,
+ "MTOPDomainClassification (hi)": 21.22,
+ "MTOPDomainClassification (th)": 14.98,
+ "MTOPIntentClassification (de)": 35.55,
+ "MTOPIntentClassification (en)": 50.05,
+ "MTOPIntentClassification (es)": 36.72,
+ "MTOPIntentClassification (fr)": 34.71,
+ "MTOPIntentClassification (hi)": 4.44,
+ "MTOPIntentClassification (th)": 4.67,
+ "MassiveIntentClassification (af)": 33.68,
+ "MassiveIntentClassification (am)": 2.94,
+ "MassiveIntentClassification (ar)": 10.04,
+ "MassiveIntentClassification (az)": 30.74,
+ "MassiveIntentClassification (bn)": 3.02,
+ "MassiveIntentClassification (cy)": 33.94,
+ "MassiveIntentClassification (da)": 38.47,
+ "MassiveIntentClassification (de)": 36.06,
+ "MassiveIntentClassification (el)": 27.7,
+ "MassiveIntentClassification (en)": 51.73,
+ "MassiveIntentClassification (es)": 35.6,
+ "MassiveIntentClassification (fa)": 17.97,
+ "MassiveIntentClassification (fi)": 35.53,
+ "MassiveIntentClassification (fr)": 38.41,
+ "MassiveIntentClassification (he)": 2.69,
+ "MassiveIntentClassification (hi)": 3.43,
+ "MassiveIntentClassification (hu)": 34.05,
+ "MassiveIntentClassification (hy)": 3.11,
+ "MassiveIntentClassification (id)": 40.02,
+ "MassiveIntentClassification (is)": 32.63,
+ "MassiveIntentClassification (it)": 39.28,
+ "MassiveIntentClassification (ja)": 4.95,
+ "MassiveIntentClassification (jv)": 34.95,
+ "MassiveIntentClassification (ka)": 2.57,
+ "MassiveIntentClassification (km)": 4.73,
+ "MassiveIntentClassification (kn)": 3.54,
+ "MassiveIntentClassification (ko)": 2.68,
+ "MassiveIntentClassification (lv)": 37.91,
+ "MassiveIntentClassification (ml)": 2.88,
+ "MassiveIntentClassification (mn)": 16.94,
+ "MassiveIntentClassification (ms)": 36.6,
+ "MassiveIntentClassification (my)": 3.96,
+ "MassiveIntentClassification (nb)": 34.75,
+ "MassiveIntentClassification (nl)": 33.95,
+ "MassiveIntentClassification (pl)": 35.77,
+ "MassiveIntentClassification (pt)": 43.05,
+ "MassiveIntentClassification (ro)": 36.2,
+ "MassiveIntentClassification (ru)": 25.3,
+ "MassiveIntentClassification (sl)": 35.9,
+ "MassiveIntentClassification (sq)": 36.6,
+ "MassiveIntentClassification (sv)": 36.0,
+ "MassiveIntentClassification (sw)": 34.81,
+ "MassiveIntentClassification (ta)": 3.11,
+ "MassiveIntentClassification (te)": 2.53,
+ "MassiveIntentClassification (th)": 4.38,
+ "MassiveIntentClassification (tl)": 35.51,
+ "MassiveIntentClassification (tr)": 32.02,
+ "MassiveIntentClassification (ur)": 9.61,
+ "MassiveIntentClassification (vi)": 37.07,
+ "MassiveIntentClassification (zh-CN)": 2.81,
+ "MassiveIntentClassification (zh-TW)": 4.79,
+ "MassiveScenarioClassification (af)": 36.17,
+ "MassiveScenarioClassification (am)": 7.64,
+ "MassiveScenarioClassification (ar)": 15.26,
+ "MassiveScenarioClassification (az)": 30.73,
+ "MassiveScenarioClassification (bn)": 7.15,
+ "MassiveScenarioClassification (cy)": 34.73,
+ "MassiveScenarioClassification (da)": 39.93,
+ "MassiveScenarioClassification (de)": 38.62,
+ "MassiveScenarioClassification (el)": 27.18,
+ "MassiveScenarioClassification (en)": 58.58,
+ "MassiveScenarioClassification (es)": 39.44,
+ "MassiveScenarioClassification (fa)": 21.43,
+ "MassiveScenarioClassification (fi)": 33.21,
+ "MassiveScenarioClassification (fr)": 40.26,
+ "MassiveScenarioClassification (he)": 7.42,
+ "MassiveScenarioClassification (hi)": 8.06,
+ "MassiveScenarioClassification (hu)": 34.54,
+ "MassiveScenarioClassification (hy)": 8.61,
+ "MassiveScenarioClassification (id)": 40.04,
+ "MassiveScenarioClassification (is)": 33.57,
+ "MassiveScenarioClassification (it)": 40.1,
+ "MassiveScenarioClassification (ja)": 9.96,
+ "MassiveScenarioClassification (jv)": 36.11,
+ "MassiveScenarioClassification (ka)": 7.13,
+ "MassiveScenarioClassification (km)": 9.66,
+ "MassiveScenarioClassification (kn)": 7.55,
+ "MassiveScenarioClassification (ko)": 7.27,
+ "MassiveScenarioClassification (lv)": 37.03,
+ "MassiveScenarioClassification (ml)": 7.22,
+ "MassiveScenarioClassification (mn)": 21.53,
+ "MassiveScenarioClassification (ms)": 37.57,
+ "MassiveScenarioClassification (my)": 9.54,
+ "MassiveScenarioClassification (nb)": 35.71,
+ "MassiveScenarioClassification (nl)": 34.62,
+ "MassiveScenarioClassification (pl)": 36.87,
+ "MassiveScenarioClassification (pt)": 44.68,
+ "MassiveScenarioClassification (ro)": 37.29,
+ "MassiveScenarioClassification (ru)": 28.16,
+ "MassiveScenarioClassification (sl)": 37.95,
+ "MassiveScenarioClassification (sq)": 37.82,
+ "MassiveScenarioClassification (sv)": 35.35,
+ "MassiveScenarioClassification (sw)": 35.37,
+ "MassiveScenarioClassification (ta)": 7.19,
+ "MassiveScenarioClassification (te)": 7.29,
+ "MassiveScenarioClassification (th)": 9.47,
+ "MassiveScenarioClassification (tl)": 37.31,
+ "MassiveScenarioClassification (tr)": 34.57,
+ "MassiveScenarioClassification (ur)": 16.17,
+ "MassiveScenarioClassification (vi)": 35.91,
+ "MassiveScenarioClassification (zh-CN)": 9.19,
+ "MassiveScenarioClassification (zh-TW)": 10.19,
+ "ToxicConversationsClassification": 57.44,
+ "TweetSentimentExtractionClassification": 45.52
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "allenai-specter",
+ "ArxivClusteringP2P": 44.75,
+ "ArxivClusteringS2S": 35.27,
+ "BiorxivClusteringP2P": 39.52,
+ "BiorxivClusteringS2S": 34.53,
+ "MedrxivClusteringP2P": 35.04,
+ "MedrxivClusteringS2S": 31.66,
+ "RedditClustering": 24.13,
+ "RedditClusteringP2P": 35.06,
+ "StackExchangeClustering": 39.01,
+ "StackExchangeClusteringP2P": 31.46,
+ "TwentyNewsgroupsClustering": 24.22
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "allenai-specter",
+ "SprintDuplicateQuestions": 71.63,
+ "TwitterSemEval2015": 43.25,
+ "TwitterURLCorpus": 69.22
}
]
},
"Reranking": {
"map": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "allenai-specter",
+ "AskUbuntuDupQuestions": 50.07,
+ "MindSmallReranking": 24.8,
+ "SciDocsRR": 81.31,
+ "StackOverflowDupQuestions": 36.22
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "allenai-specter",
+ "ArguAna": 32.67,
+ "CQADupstackRetrieval": 14.6,
+ "ClimateFEVER": 6.86,
+ "DBPedia": 4.14,
+ "FEVER": 5.45,
+ "FiQA2018": 5.64,
+ "HotpotQA": 5.46,
+ "MSMARCO": 5.59,
+ "NFCorpus": 0.85,
+ "NQ": 5.99,
+ "QuoraRetrieval": 64.65,
+ "SCIDOCS": 0.0,
+ "SciFact": 47.88,
+ "TRECCOVID": 29.91,
+ "Touche2020": 8.46
}
]
},
"STS": {
"spearman": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "allenai-specter",
+ "BIOSSES": 64.95,
+ "SICK-R": 56.39,
+ "STS12": 62.49,
+ "STS13": 58.7,
+ "STS14": 54.87,
+ "STS15": 62.54,
+ "STS16": 64.27,
+ "STS17 (ar-ar)": 27.14,
+ "STS17 (en-ar)": 6.9,
+ "STS17 (en-de)": 11.59,
+ "STS17 (en-en)": 69.63,
+ "STS17 (en-tr)": 6.46,
+ "STS17 (es-en)": 10.86,
+ "STS17 (es-es)": 55.45,
+ "STS17 (fr-en)": 16.02,
+ "STS17 (it-en)": 19.87,
+ "STS17 (ko-ko)": 8.08,
+ "STS17 (nl-en)": 24.92,
+ "STS22 (ar)": 19.57,
+ "STS22 (de)": 17.31,
+ "STS22 (de-en)": 26.03,
+ "STS22 (de-fr)": 10.26,
+ "STS22 (de-pl)": 16.94,
+ "STS22 (en)": 55.06,
+ "STS22 (es)": 48.89,
+ "STS22 (es-en)": 51.79,
+ "STS22 (es-it)": 25.24,
+ "STS22 (fr)": 53.92,
+ "STS22 (fr-pl)": 39.44,
+ "STS22 (it)": 39.43,
+ "STS22 (pl)": 13.56,
+ "STS22 (pl-en)": 25.36,
+ "STS22 (ru)": 1.11,
+ "STS22 (tr)": 31.73,
+ "STS22 (zh)": 16.35,
+ "STS22 (zh-en)": 8.44,
+ "STSBenchmark": 61.26
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "allenai-specter",
+ "SummEval": 27.66
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "monobert-large-msmarco",
- "Core17InstructionRetrieval": -0.24,
- "News21InstructionRetrieval": -0.8,
- "Robust04InstructionRetrieval": -9.36
+ "Model": "allenai-specter"
}
]
}
},
- "bm25s": {
+ "distilrubert-small-cased-conversational": {
"BitextMining": {
"f1": [
{
- "Model": "bm25s"
+ "Model": "distilrubert-small-cased-conversational",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 24.16
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bm25s"
+ "Model": "distilrubert-small-cased-conversational",
+ "GeoreviewClassification (rus-Cyrl)": 38.95,
+ "HeadlineClassification (rus-Cyrl)": 75.59,
+ "InappropriatenessClassification (rus-Cyrl)": 60.68,
+ "KinopoiskClassification (rus-Cyrl)": 49.67,
+ "MassiveIntentClassification (rus-Cyrl)": 63.12,
+ "MassiveScenarioClassification (rus-Cyrl)": 68.08,
+ "RuReviewsClassification (rus-Cyrl)": 54.05,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 48.53,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 37.65
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bm25s"
+ "Model": "distilrubert-small-cased-conversational",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 43.26,
+ "MLSUMClusteringP2P (rus-Cyrl)": 50.08,
+ "MLSUMClusteringS2S (rus-Cyrl)": 51.12,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 37.84,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 34.12
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bm25s"
+ "Model": "distilrubert-small-cased-conversational",
+ "OpusparcusPC (rus-Cyrl)": 84.35,
+ "TERRa (rus-Cyrl)": 52.48
}
]
},
"Reranking": {
"map": [
{
- "Model": "bm25s"
+ "Model": "distilrubert-small-cased-conversational",
+ "RuBQReranking (rus-Cyrl)": 42.58
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bm25s",
- "ArguAna": 49.28,
- "CQADupstackRetrieval": 31.86,
- "ClimateFEVER": 13.62,
- "DBPedia": 29.91,
- "FEVER": 48.09,
- "FiQA2018": 25.14,
- "HotpotQA": 56.91,
- "MSMARCO": 21.89,
- "NFCorpus": 32.08,
- "NQ": 28.5,
- "QuoraRetrieval": 80.42,
- "SCIDOCS": 15.78,
- "SciFact": 68.7,
- "TRECCOVID": 62.31,
- "Touche2020": 33.05
+ "Model": "distilrubert-small-cased-conversational",
+ "RiaNewsRetrieval (rus-Cyrl)": 4.14,
+ "RuBQRetrieval (rus-Cyrl)": 10.6
}
]
},
"STS": {
"spearman": [
{
- "Model": "bm25s"
+ "Model": "distilrubert-small-cased-conversational",
+ "RUParaPhraserSTS (rus-Cyrl)": 55.01,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 61.72,
+ "STS22 (rus-Cyrl)": 51.87,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 61.6
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bm25s"
+ "Model": "distilrubert-small-cased-conversational"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bm25s"
+ "Model": "distilrubert-small-cased-conversational"
}
]
}
},
- "gottbert-base": {
+ "text-search-davinci-001": {
"BitextMining": {
"f1": [
{
- "Model": "gottbert-base"
+ "Model": "text-search-davinci-001"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "gottbert-base"
+ "Model": "text-search-davinci-001"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "gottbert-base",
- "BlurbsClusteringP2P": 34.49,
- "BlurbsClusteringS2S": 8.37,
- "TenKGnadClusteringP2P": 33.66,
- "TenKGnadClusteringS2S": 9.34
+ "Model": "text-search-davinci-001"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "gottbert-base"
+ "Model": "text-search-davinci-001"
}
]
},
"Reranking": {
"map": [
{
- "Model": "gottbert-base"
+ "Model": "text-search-davinci-001"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "gottbert-base"
+ "Model": "text-search-davinci-001",
+ "ArguAna": 43.5,
+ "ClimateFEVER": 22.3,
+ "FEVER": 77.5,
+ "FiQA2018": 51.2,
+ "HotpotQA": 68.8,
+ "NFCorpus": 40.7,
+ "QuoraRetrieval": 63.8,
+ "SciFact": 75.4,
+ "TRECCOVID": 64.9,
+ "Touche2020": 29.1
}
]
},
"STS": {
"spearman": [
{
- "Model": "gottbert-base"
+ "Model": "text-search-davinci-001"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "gottbert-base"
+ "Model": "text-search-davinci-001"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "gottbert-base"
+ "Model": "text-search-davinci-001"
}
]
}
},
- "text2vec-base-chinese": {
+ "bge-small-zh-v1.5": {
"BitextMining": {
"f1": [
{
- "Model": "text2vec-base-chinese"
+ "Model": "bge-small-zh-v1.5"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text2vec-base-chinese",
- "AmazonReviewsClassification (zh)": 34.12,
- "IFlyTek": 42.05,
- "JDReview": 82.14,
- "MassiveIntentClassification (zh-CN)": 63.98,
- "MassiveScenarioClassification (zh-CN)": 70.52,
- "MultilingualSentiment": 60.98,
- "OnlineShopping": 85.69,
- "TNews": 43.01,
- "Waimai": 77.22
+ "Model": "bge-small-zh-v1.5",
+ "AmazonReviewsClassification (zh)": 35.91,
+ "IFlyTek": 45.49,
+ "JDReview": 80.04,
+ "MassiveIntentClassification (zh-CN)": 63.95,
+ "MassiveScenarioClassification (zh-CN)": 70.8,
+ "MultilingualSentiment": 63.06,
+ "OnlineShopping": 85.05,
+ "TNews": 48.15,
+ "Waimai": 83.18
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "text2vec-base-chinese",
- "CLSClusteringP2P": 35.27,
- "CLSClusteringS2S": 32.42,
- "ThuNewsClusteringP2P": 42.92,
- "ThuNewsClusteringS2S": 40.01
+ "Model": "bge-small-zh-v1.5",
+ "CLSClusteringP2P": 38.14,
+ "CLSClusteringS2S": 35.14,
+ "ThuNewsClusteringP2P": 54.22,
+ "ThuNewsClusteringS2S": 49.22
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text2vec-base-chinese",
- "Cmnli": 73.87,
- "Ocnli": 60.95
+ "Model": "bge-small-zh-v1.5",
+ "Cmnli": 76.24,
+ "Ocnli": 64.57
}
]
},
"Reranking": {
"map": [
{
- "Model": "text2vec-base-chinese",
- "CMedQAv1": 59.26,
- "CMedQAv2": 59.82,
- "MMarcoReranking": 12.76,
- "T2Reranking": 65.95
+ "Model": "bge-small-zh-v1.5",
+ "CMedQAv1": 77.4,
+ "CMedQAv2": 79.86,
+ "MMarcoReranking": 20.5,
+ "T2Reranking": 65.9
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text2vec-base-chinese",
- "CmedqaRetrieval": 15.91,
- "CovidRetrieval": 44.81,
- "DuRetrieval": 52.23,
- "EcomRetrieval": 34.6,
- "MMarcoRetrieval": 44.06,
- "MedicalRetrieval": 27.56,
- "T2Retrieval": 51.67,
- "VideoRetrieval": 39.52
+ "Model": "bge-small-zh-v1.5",
+ "CmedqaRetrieval": 35.11,
+ "CovidRetrieval": 70.14,
+ "DuRetrieval": 77.28,
+ "EcomRetrieval": 55.71,
+ "MMarcoRetrieval": 63.48,
+ "MedicalRetrieval": 49.8,
+ "T2Retrieval": 76.43,
+ "VideoRetrieval": 66.19
}
]
},
"STS": {
"spearman": [
{
- "Model": "text2vec-base-chinese",
- "AFQMC": 26.06,
- "ATEC": 31.93,
- "BQ": 42.67,
- "LCQMC": 70.16,
- "PAWSX": 17.21,
- "QBQTC": 24.62,
- "STS22 (zh)": 55.35,
- "STSB": 79.3
+ "Model": "bge-small-zh-v1.5",
+ "AFQMC": 33.42,
+ "ATEC": 43.01,
+ "BQ": 55.22,
+ "LCQMC": 72.19,
+ "PAWSX": 9.26,
+ "QBQTC": 35.29,
+ "STS22 (zh)": 67.72,
+ "STSB": 76.73
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text2vec-base-chinese"
+ "Model": "bge-small-zh-v1.5"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text2vec-base-chinese"
+ "Model": "bge-small-zh-v1.5"
}
]
}
},
- "voyage-lite-02-instruct": {
+ "bge-large-zh-v1.5": {
"BitextMining": {
"f1": [
{
- "Model": "voyage-lite-02-instruct"
+ "Model": "bge-large-zh-v1.5"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "voyage-lite-02-instruct",
- "AmazonCounterfactualClassification (en)": 88.31,
- "AmazonPolarityClassification": 96.32,
- "AmazonReviewsClassification (en)": 56.25,
- "Banking77Classification": 88.59,
- "EmotionClassification": 50.28,
- "ImdbClassification": 95.75,
- "MTOPDomainClassification (en)": 97.65,
- "MTOPIntentClassification (en)": 75.16,
- "MassiveIntentClassification (en)": 73.97,
- "MassiveScenarioClassification (en)": 83.99,
- "ToxicConversationsClassification": 81.75,
- "TweetSentimentExtractionClassification": 62.98
+ "Model": "bge-large-zh-v1.5",
+ "AmazonReviewsClassification (zh)": 41.38,
+ "IFlyTek": 48.74,
+ "JDReview": 85.14,
+ "MassiveIntentClassification (zh-CN)": 68.84,
+ "MassiveScenarioClassification (zh-CN)": 74.7,
+ "MultilingualSentiment": 72.97,
+ "OnlineShopping": 91.43,
+ "TNews": 52.1,
+ "Waimai": 86.9
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "voyage-lite-02-instruct",
- "ArxivClusteringP2P": 51.95,
- "ArxivClusteringS2S": 42.48,
- "BiorxivClusteringP2P": 50.15,
- "BiorxivClusteringS2S": 42.84,
- "MedrxivClusteringP2P": 47.24,
- "MedrxivClusteringS2S": 43.48,
- "RedditClustering": 63.73,
- "RedditClusteringP2P": 64.09,
- "StackExchangeClustering": 70.71,
- "StackExchangeClusteringP2P": 40.34,
- "TwentyNewsgroupsClustering": 59.56
+ "Model": "bge-large-zh-v1.5",
+ "CLSClusteringP2P": 41.44,
+ "CLSClusteringS2S": 38.33,
+ "ThuNewsClusteringP2P": 59.61,
+ "ThuNewsClusteringS2S": 56.58
}
]
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"PairClassification": {
"ap": [
{
- "Model": "voyage-lite-02-instruct",
- "SprintDuplicateQuestions": 98.07,
- "TwitterSemEval2015": 74.44,
- "TwitterURLCorpus": 88.11
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+ "Cmnli": 85.27,
+ "Ocnli": 77.94
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-lite-02-instruct",
- "AskUbuntuDupQuestions": 63.24,
- "MindSmallReranking": 31.48,
- "SciDocsRR": 84.68,
- "StackOverflowDupQuestions": 53.56
+ "Model": "bge-large-zh-v1.5",
+ "CMedQAv1": 83.45,
+ "CMedQAv2": 85.44,
+ "MMarcoReranking": 28.74,
+ "T2Reranking": 65.74
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "voyage-lite-02-instruct",
- "ArguAna": 70.28,
- "CQADupstackRetrieval": 46.2,
- "ClimateFEVER": 31.95,
- "DBPedia": 39.79,
- "FEVER": 91.35,
- "FiQA2018": 52.51,
- "HotpotQA": 75.51,
- "MSMARCO": 37.93,
- "NFCorpus": 43.7,
- "NQ": 64.26,
- "QuoraRetrieval": 87.62,
- "SCIDOCS": 20.24,
- "SciFact": 79.91,
- "TRECCOVID": 81.02,
- "Touche2020": 26.8
+ "Model": "bge-large-zh-v1.5",
+ "CmedqaRetrieval": 42.57,
+ "CovidRetrieval": 73.35,
+ "DuRetrieval": 86.32,
+ "EcomRetrieval": 65.33,
+ "MMarcoRetrieval": 79.23,
+ "MedicalRetrieval": 59.59,
+ "T2Retrieval": 83.99,
+ "VideoRetrieval": 73.32
}
]
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"STS": {
"spearman": [
{
- "Model": "voyage-lite-02-instruct",
- "BIOSSES": 89.7,
- "SICK-R": 78.44,
- "STS12": 86.46,
- "STS13": 87.76,
- "STS14": 86.6,
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- "STS16": 86.39,
- "STS17 (en-en)": 86.98,
- "STS22 (en)": 76.89,
- "STSBenchmark": 88.56
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+ "AFQMC": 44.36,
+ "ATEC": 49.54,
+ "BQ": 62.94,
+ "LCQMC": 74.33,
+ "PAWSX": 33.92,
+ "QBQTC": 37.29,
+ "STS22 (zh)": 68.94,
+ "STSB": 78.7
}
]
},
"Summarization": {
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{
- "Model": "voyage-lite-02-instruct",
- "SummEval": 31.01
+ "Model": "bge-large-zh-v1.5"
}
]
},
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"p-MRR": [
{
- "Model": "voyage-lite-02-instruct"
+ "Model": "bge-large-zh-v1.5"
}
]
}
},
- "voyage-lite-01-instruct": {
+ "sentence-camembert-large": {
"BitextMining": {
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{
- "Model": "voyage-lite-01-instruct"
+ "Model": "sentence-camembert-large"
}
]
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- "AmazonCounterfactualClassification (en)": 71.43,
- "AmazonPolarityClassification": 96.41,
- "AmazonReviewsClassification (en)": 57.06,
- "Banking77Classification": 81.64,
- "EmotionClassification": 48.29,
- "ImdbClassification": 95.49,
- "MTOPDomainClassification (en)": 96.3,
- "MTOPIntentClassification (en)": 67.93,
- "MassiveIntentClassification (en)": 71.29,
- "MassiveScenarioClassification (en)": 76.74,
- "ToxicConversationsClassification": 75.45,
- "TweetSentimentExtractionClassification": 59.44
+ "Model": "sentence-camembert-large",
+ "AmazonReviewsClassification (fr)": 37.97,
+ "MTOPDomainClassification (fr)": 85.74,
+ "MTOPIntentClassification (fr)": 58.62,
+ "MasakhaNEWSClassification (fra)": 80.62,
+ "MassiveIntentClassification (fr)": 62.65,
+ "MassiveScenarioClassification (fr)": 69.29
}
]
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- "Model": "voyage-lite-01-instruct",
- "ArxivClusteringP2P": 47.92,
- "ArxivClusteringS2S": 42.42,
- "BiorxivClusteringP2P": 38.72,
- "BiorxivClusteringS2S": 36.6,
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- "RedditClustering": 61.56,
- "RedditClusteringP2P": 65.35,
- "StackExchangeClustering": 70.16,
- "StackExchangeClusteringP2P": 38.23,
- "TwentyNewsgroupsClustering": 53.56
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+ "AlloProfClusteringP2P": 62.69,
+ "AlloProfClusteringS2S": 42.06,
+ "HALClusteringS2S": 23.9,
+ "MLSUMClusteringP2P": 42.04,
+ "MLSUMClusteringS2S": 32.29,
+ "MasakhaNEWSClusteringP2P (fra)": 54.51,
+ "MasakhaNEWSClusteringS2S (fra)": 44.73
}
]
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- {
- "Model": "voyage-lite-01-instruct",
- "SprintDuplicateQuestions": 96.01,
- "TwitterSemEval2015": 76.87,
- "TwitterURLCorpus": 86.84
+ "ap": [
+ {
+ "Model": "sentence-camembert-large",
+ "OpusparcusPC (fr)": 94.63,
+ "PawsXPairClassification (fr)": 59.59
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-lite-01-instruct",
- "AskUbuntuDupQuestions": 65.77,
- "MindSmallReranking": 31.69,
- "SciDocsRR": 87.03,
- "StackOverflowDupQuestions": 54.49
+ "Model": "sentence-camembert-large",
+ "AlloprofReranking": 57.62,
+ "SyntecReranking": 88.15
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "voyage-lite-01-instruct",
- "ArguAna": 58.73,
- "CQADupstackRetrieval": 45.11,
- "ClimateFEVER": 37.47,
- "DBPedia": 43.42,
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- "NFCorpus": 43.33,
- "NQ": 60.65,
- "QuoraRetrieval": 87.83,
- "SCIDOCS": 23.19,
- "SciFact": 73.64,
- "TRECCOVID": 78.92,
- "Touche2020": 36.83
+ "Model": "sentence-camembert-large",
+ "AlloprofRetrieval": 31.62,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 21.87,
+ "SyntecRetrieval": 81.11,
+ "XPQARetrieval (fr)": 65.62
}
]
},
"STS": {
"spearman": [
{
- "Model": "voyage-lite-01-instruct",
- "BIOSSES": 84.85,
- "SICK-R": 79.71,
- "STS12": 77.09,
- "STS13": 88.91,
- "STS14": 82.08,
- "STS15": 89.21,
- "STS16": 84.74,
- "STS17 (en-en)": 90.73,
- "STS22 (en)": 62.1,
- "STSBenchmark": 89.86
+ "Model": "sentence-camembert-large",
+ "SICKFr": 77.7,
+ "STS22 (fr)": 81.73,
+ "STSBenchmarkMultilingualSTS (fr)": 85.79
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "voyage-lite-01-instruct",
- "SummEval": 30.97
+ "Model": "sentence-camembert-large",
+ "SummEvalFr": 30.88
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "voyage-lite-01-instruct"
+ "Model": "sentence-camembert-large"
}
]
}
},
- "silver-retriever-base-v1": {
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{
- "Model": "silver-retriever-base-v1"
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]
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+ "MasakhaNEWSClassification (yor-Latn)": 72.75,
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+ "STSB (cmn-Hans)": 79.04,
+ "STSB": 79.05,
+ "STSBenchmark": 85.64,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75,
+ "STSBenchmarkMultilingualSTS (en)": 85.64,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 67.16,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09,
+ "STSBenchmarkMultilingualSTS (fr)": 80.62
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "silver-retriever-base-v1"
+ "Model": "multilingual-e5-base",
+ "SummEval": 30.23,
+ "SummEvalFr (fra-Latn)": 32.96,
+ "SummEvalFr": 30.76
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "silver-retriever-base-v1"
+ "Model": "multilingual-e5-base"
}
]
}
},
- "electra-small-nordic": {
+ "instructor-base": {
"BitextMining": {
"f1": [
{
- "Model": "electra-small-nordic",
- "BornholmBitextMining": 1.44
+ "Model": "instructor-base"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "electra-small-nordic",
- "AngryTweetsClassification": 47.91,
- "DKHateClassification": 59.45,
- "DanishPoliticalCommentsClassification": 31.89,
- "LccSentimentClassification": 47.93,
- "MassiveIntentClassification (da)": 26.3,
- "MassiveIntentClassification (nb)": 24.6,
- "MassiveIntentClassification (sv)": 27.58,
- "MassiveScenarioClassification (da)": 28.93,
- "MassiveScenarioClassification (nb)": 27.3,
- "MassiveScenarioClassification (sv)": 29.93,
- "NoRecClassification": 45.44,
- "NordicLangClassification": 57.82,
- "NorwegianParliament": 53.25,
- "ScalaDaClassification": 70.41,
- "ScalaNbClassification": 75.28
+ "Model": "instructor-base"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "electra-small-nordic"
+ "Model": "instructor-base"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "electra-small-nordic"
+ "Model": "instructor-base"
}
]
},
"Reranking": {
"map": [
{
- "Model": "electra-small-nordic"
+ "Model": "instructor-base"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "electra-small-nordic"
+ "Model": "instructor-base"
}
]
},
"STS": {
"spearman": [
{
- "Model": "electra-small-nordic"
+ "Model": "instructor-base"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "electra-small-nordic"
+ "Model": "instructor-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "electra-small-nordic"
+ "Model": "instructor-base",
+ "Core17InstructionRetrieval": -1.09,
+ "News21InstructionRetrieval": -1.78,
+ "Robust04InstructionRetrieval": -10.42
}
]
}
diff --git a/all_data_tasks/0/default.jsonl b/all_data_tasks/0/default.jsonl
index 38d2b63e1d2420d5cdf12559fe9fef3166426fd6..b582576b4e24a1177c17872611eae742d44da400 100644
--- a/all_data_tasks/0/default.jsonl
+++ b/all_data_tasks/0/default.jsonl
@@ -1,209 +1,57 @@
-{"index":95,"Rank":1,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":89.05,"AmazonCounterfactualClassification (en)":92.72,"AmazonPolarityClassification":97.31,"AmazonReviewsClassification (en)":61.04,"Banking77Classification":90.02,"EmotionClassification":93.37,"ImdbClassification":96.8,"MassiveIntentClassification (en)":85.97,"MassiveScenarioClassification (en)":90.61,"MTOPDomainClassification (en)":98.58,"MTOPIntentClassification (en)":91.3,"ToxicConversationsClassification":91.14,"TweetSentimentExtractionClassification":79.7}
-{"index":21,"Rank":2,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.95,"AmazonCounterfactualClassification (en)":93.15,"AmazonPolarityClassification":96.98,"AmazonReviewsClassification (en)":61.46,"Banking77Classification":91.49,"EmotionClassification":93.36,"ImdbClassification":96.91,"MassiveIntentClassification (en)":82.93,"MassiveScenarioClassification (en)":85.6,"MTOPDomainClassification (en)":98.42,"MTOPIntentClassification (en)":94.0,"ToxicConversationsClassification":93.17,"TweetSentimentExtractionClassification":79.93}
-{"index":23,"Rank":3,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.08,"AmazonCounterfactualClassification (en)":89.48,"AmazonPolarityClassification":96.9,"AmazonReviewsClassification (en)":61.6,"Banking77Classification":92.53,"EmotionClassification":92.97,"ImdbClassification":96.66,"MassiveIntentClassification (en)":82.05,"MassiveScenarioClassification (en)":84.4,"MTOPDomainClassification (en)":98.61,"MTOPIntentClassification (en)":95.51,"ToxicConversationsClassification":87.34,"TweetSentimentExtractionClassification":78.86}
-{"index":51,"Rank":4,"Model":"neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.91,"AmazonCounterfactualClassification (en)":93.1,"AmazonPolarityClassification":97.54,"AmazonReviewsClassification (en)":61.17,"Banking77Classification":88.73,"EmotionClassification":91.36,"ImdbClassification":96.92,"MassiveIntentClassification (en)":82.5,"MassiveScenarioClassification (en)":84.5,"MTOPDomainClassification (en)":99.03,"MTOPIntentClassification (en)":90.94,"ToxicConversationsClassification":91.17,"TweetSentimentExtractionClassification":77.93}
-{"index":138,"Rank":5,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.63,"AmazonCounterfactualClassification (en)":92.87,"AmazonPolarityClassification":97.16,"AmazonReviewsClassification (en)":59.36,"Banking77Classification":89.79,"EmotionClassification":84.29,"ImdbClassification":96.66,"MassiveIntentClassification (en)":85.83,"MassiveScenarioClassification (en)":90.2,"MTOPDomainClassification (en)":99.01,"MTOPIntentClassification (en)":92.78,"ToxicConversationsClassification":88.76,"TweetSentimentExtractionClassification":74.84}
-{"index":215,"Rank":6,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":87.35,"AmazonCounterfactualClassification (en)":95.12,"AmazonPolarityClassification":97.14,"AmazonReviewsClassification (en)":55.47,"Banking77Classification":90.34,"EmotionClassification":91.7,"ImdbClassification":97.06,"MassiveIntentClassification (en)":80.07,"MassiveScenarioClassification (en)":81.74,"MTOPDomainClassification (en)":96.51,"MTOPIntentClassification (en)":89.77,"ToxicConversationsClassification":92.6,"TweetSentimentExtractionClassification":80.64}
-{"index":139,"Rank":7,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.67,"AmazonCounterfactualClassification (en)":92.36,"AmazonPolarityClassification":97.19,"AmazonReviewsClassification (en)":59.53,"Banking77Classification":89.3,"EmotionClassification":78.77,"ImdbClassification":96.49,"MassiveIntentClassification (en)":85.17,"MassiveScenarioClassification (en)":89.62,"MTOPDomainClassification (en)":98.83,"MTOPIntentClassification (en)":92.3,"ToxicConversationsClassification":86.94,"TweetSentimentExtractionClassification":73.58}
-{"index":205,"Rank":8,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.58,"AmazonCounterfactualClassification (en)":91.31,"AmazonPolarityClassification":97.5,"AmazonReviewsClassification (en)":62.56,"Banking77Classification":87.57,"EmotionClassification":79.45,"ImdbClassification":96.75,"MassiveIntentClassification (en)":85.41,"MassiveScenarioClassification (en)":89.77,"MTOPDomainClassification (en)":99.04,"MTOPIntentClassification (en)":91.88,"ToxicConversationsClassification":85.12,"TweetSentimentExtractionClassification":72.58}
-{"index":17,"Rank":9,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":86.58,"AmazonCounterfactualClassification (en)":91.31,"AmazonPolarityClassification":97.5,"AmazonReviewsClassification (en)":62.56,"Banking77Classification":87.57,"EmotionClassification":79.45,"ImdbClassification":96.75,"MassiveIntentClassification (en)":85.41,"MassiveScenarioClassification (en)":89.77,"MTOPDomainClassification (en)":99.04,"MTOPIntentClassification (en)":91.88,"ToxicConversationsClassification":85.12,"TweetSentimentExtractionClassification":72.58}
-{"index":126,"Rank":10,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.58,"AmazonCounterfactualClassification (en)":91.31,"AmazonPolarityClassification":97.5,"AmazonReviewsClassification (en)":62.56,"Banking77Classification":87.57,"EmotionClassification":79.45,"ImdbClassification":96.75,"MassiveIntentClassification (en)":85.41,"MassiveScenarioClassification (en)":89.77,"MTOPDomainClassification (en)":99.04,"MTOPIntentClassification (en)":91.88,"ToxicConversationsClassification":85.12,"TweetSentimentExtractionClassification":72.58}
-{"index":16,"Rank":11,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.47,"AmazonCounterfactualClassification (en)":83.99,"AmazonPolarityClassification":96.61,"AmazonReviewsClassification (en)":55.61,"Banking77Classification":87.31,"EmotionClassification":61.37,"ImdbClassification":95.83,"MassiveIntentClassification (en)":82.4,"MassiveScenarioClassification (en)":84.5,"MTOPDomainClassification (en)":97.69,"MTOPIntentClassification (en)":88.76,"ToxicConversationsClassification":82.66,"TweetSentimentExtractionClassification":72.95}
-{"index":204,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.47,"AmazonCounterfactualClassification (en)":83.99,"AmazonPolarityClassification":96.61,"AmazonReviewsClassification (en)":55.61,"Banking77Classification":87.31,"EmotionClassification":61.37,"ImdbClassification":95.83,"MassiveIntentClassification (en)":82.4,"MassiveScenarioClassification (en)":84.5,"MTOPDomainClassification (en)":97.69,"MTOPIntentClassification (en)":88.76,"ToxicConversationsClassification":82.66,"TweetSentimentExtractionClassification":72.95}
-{"index":6,"Rank":13,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.49,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":96.58,"AmazonReviewsClassification (en)":50.77,"Banking77Classification":86.96,"EmotionClassification":59.81,"ImdbClassification":96.13,"MassiveIntentClassification (en)":81.08,"MassiveScenarioClassification (en)":87.95,"MTOPDomainClassification (en)":98.86,"MTOPIntentClassification (en)":86.97,"ToxicConversationsClassification":83.58,"TweetSentimentExtractionClassification":71.55}
-{"index":1,"Rank":14,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":81.17,"AmazonCounterfactualClassification (en)":75.34,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":51.17,"Banking77Classification":88.62,"EmotionClassification":52.51,"ImdbClassification":95.65,"MassiveIntentClassification (en)":80.22,"MassiveScenarioClassification (en)":87.19,"MTOPDomainClassification (en)":98.35,"MTOPIntentClassification (en)":83.43,"ToxicConversationsClassification":89.67,"TweetSentimentExtractionClassification":74.52}
-{"index":58,"Rank":15,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.2,"AmazonCounterfactualClassification (en)":84.43,"AmazonPolarityClassification":95.7,"AmazonReviewsClassification (en)":57.64,"Banking77Classification":87.88,"EmotionClassification":51.82,"ImdbClassification":94.78,"MassiveIntentClassification (en)":82.67,"MassiveScenarioClassification (en)":85.01,"MTOPDomainClassification (en)":96.83,"MTOPIntentClassification (en)":89.57,"ToxicConversationsClassification":71.29,"TweetSentimentExtractionClassification":64.76}
-{"index":15,"Rank":16,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":79.6,"AmazonCounterfactualClassification (en)":83.16,"AmazonPolarityClassification":96.7,"AmazonReviewsClassification (en)":62.17,"Banking77Classification":81.68,"EmotionClassification":54.53,"ImdbClassification":95.58,"MassiveIntentClassification (en)":78.47,"MassiveScenarioClassification (en)":78.19,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":84.26,"ToxicConversationsClassification":78.75,"TweetSentimentExtractionClassification":66.0}
-{"index":9,"Rank":17,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":79.25,"AmazonCounterfactualClassification (en)":88.31,"AmazonPolarityClassification":96.32,"AmazonReviewsClassification (en)":56.25,"Banking77Classification":88.59,"EmotionClassification":50.28,"ImdbClassification":95.75,"MassiveIntentClassification (en)":73.97,"MassiveScenarioClassification (en)":83.99,"MTOPDomainClassification (en)":97.65,"MTOPIntentClassification (en)":75.16,"ToxicConversationsClassification":81.75,"TweetSentimentExtractionClassification":62.98}
-{"index":0,"Rank":18,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":79.0,"AmazonCounterfactualClassification (en)":70.93,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":48.47,"Banking77Classification":86.01,"EmotionClassification":51.53,"ImdbClassification":95.7,"MassiveIntentClassification (en)":75.67,"MassiveScenarioClassification (en)":85.16,"MTOPDomainClassification (en)":98.02,"MTOPIntentClassification (en)":77.82,"ToxicConversationsClassification":88.33,"TweetSentimentExtractionClassification":72.97}
-{"index":43,"Rank":19,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.53,"AmazonCounterfactualClassification (en)":80.48,"AmazonPolarityClassification":96.32,"AmazonReviewsClassification (en)":57.18,"Banking77Classification":87.46,"EmotionClassification":50.06,"ImdbClassification":94.32,"MassiveIntentClassification (en)":79.72,"MassiveScenarioClassification (en)":81.09,"MTOPDomainClassification (en)":95.29,"MTOPIntentClassification (en)":87.08,"ToxicConversationsClassification":70.89,"TweetSentimentExtractionClassification":62.48}
-{"index":156,"Rank":20,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.47,"AmazonCounterfactualClassification (en)":78.69,"AmazonPolarityClassification":95.91,"AmazonReviewsClassification (en)":55.79,"Banking77Classification":88.23,"EmotionClassification":49.77,"ImdbClassification":94.78,"MassiveIntentClassification (en)":80.57,"MassiveScenarioClassification (en)":82.39,"MTOPDomainClassification (en)":96.12,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":69.59,"TweetSentimentExtractionClassification":63.72}
-{"index":96,"Rank":21,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.33,"AmazonCounterfactualClassification (en)":77.93,"AmazonPolarityClassification":95.97,"AmazonReviewsClassification (en)":54.35,"Banking77Classification":88.81,"EmotionClassification":50.24,"ImdbClassification":94.79,"MassiveIntentClassification (en)":79.99,"MassiveScenarioClassification (en)":82.2,"MTOPDomainClassification (en)":96.36,"MTOPIntentClassification (en)":86.3,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":63.64}
-{"index":19,"Rank":22,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.75,"AmazonCounterfactualClassification (en)":73.01,"AmazonPolarityClassification":93.97,"AmazonReviewsClassification (en)":54.2,"Banking77Classification":87.33,"EmotionClassification":46.77,"ImdbClassification":92.1,"MassiveIntentClassification (en)":78.94,"MassiveScenarioClassification (en)":81.41,"MTOPDomainClassification (en)":96.6,"MTOPIntentClassification (en)":82.9,"ToxicConversationsClassification":82.61,"TweetSentimentExtractionClassification":63.16}
-{"index":161,"Rank":23,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
-{"index":178,"Rank":24,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.43,"AmazonCounterfactualClassification (en)":82.97,"AmazonPolarityClassification":90.98,"AmazonReviewsClassification (en)":48.71,"Banking77Classification":88.15,"EmotionClassification":52.18,"ImdbClassification":87.42,"MassiveIntentClassification (en)":79.67,"MassiveScenarioClassification (en)":82.82,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":85.75,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":62.4}
-{"index":219,"Rank":25,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.17,"AmazonCounterfactualClassification (en)":79.66,"AmazonPolarityClassification":94.48,"AmazonReviewsClassification (en)":48.16,"Banking77Classification":88.91,"EmotionClassification":52.01,"ImdbClassification":89.47,"MassiveIntentClassification (en)":80.12,"MassiveScenarioClassification (en)":82.7,"MTOPDomainClassification (en)":96.46,"MTOPIntentClassification (en)":85.38,"ToxicConversationsClassification":66.18,"TweetSentimentExtractionClassification":62.54}
-{"index":18,"Rank":26,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.17,"AmazonCounterfactualClassification (en)":74.79,"AmazonPolarityClassification":93.02,"AmazonReviewsClassification (en)":53.31,"Banking77Classification":86.73,"EmotionClassification":46.39,"ImdbClassification":87.48,"MassiveIntentClassification (en)":77.67,"MassiveScenarioClassification (en)":81.77,"MTOPDomainClassification (en)":96.5,"MTOPIntentClassification (en)":82.81,"ToxicConversationsClassification":83.98,"TweetSentimentExtractionClassification":61.57}
-{"index":64,"Rank":27,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.63,"AmazonCounterfactualClassification (en)":77.58,"AmazonPolarityClassification":91.12,"AmazonReviewsClassification (en)":49.97,"Banking77Classification":88.31,"EmotionClassification":52.04,"ImdbClassification":87.42,"MassiveIntentClassification (en)":79.29,"MassiveScenarioClassification (en)":81.64,"MTOPDomainClassification (en)":96.04,"MTOPIntentClassification (en)":84.77,"ToxicConversationsClassification":69.26,"TweetSentimentExtractionClassification":62.14}
-{"index":34,"Rank":28,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.49,"AmazonCounterfactualClassification (en)":81.3,"AmazonPolarityClassification":95.62,"AmazonReviewsClassification (en)":51.72,"Banking77Classification":85.53,"EmotionClassification":51.57,"ImdbClassification":93.57,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.74,"MTOPDomainClassification (en)":94.88,"MTOPIntentClassification (en)":76.52,"ToxicConversationsClassification":72.61,"TweetSentimentExtractionClassification":62.02}
-{"index":60,"Rank":29,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.33,"AmazonCounterfactualClassification (en)":82.22,"AmazonPolarityClassification":89.69,"AmazonReviewsClassification (en)":48.47,"Banking77Classification":88.17,"EmotionClassification":51.71,"ImdbClassification":85.78,"MassiveIntentClassification (en)":78.06,"MassiveScenarioClassification (en)":81.35,"MTOPDomainClassification (en)":95.57,"MTOPIntentClassification (en)":82.81,"ToxicConversationsClassification":71.01,"TweetSentimentExtractionClassification":61.11}
-{"index":118,"Rank":30,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.11,"AmazonCounterfactualClassification (en)":75.27,"AmazonPolarityClassification":93.23,"AmazonReviewsClassification (en)":49.72,"Banking77Classification":86.65,"EmotionClassification":55.89,"ImdbClassification":89.49,"MassiveIntentClassification (en)":75.53,"MassiveScenarioClassification (en)":79.23,"MTOPDomainClassification (en)":95.48,"MTOPIntentClassification (en)":79.09,"ToxicConversationsClassification":72.8,"TweetSentimentExtractionClassification":61.0}
-{"index":115,"Rank":31,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.03,"AmazonCounterfactualClassification (en)":75.96,"AmazonPolarityClassification":93.51,"AmazonReviewsClassification (en)":50.45,"Banking77Classification":87.3,"EmotionClassification":54.68,"ImdbClassification":89.66,"MassiveIntentClassification (en)":76.01,"MassiveScenarioClassification (en)":79.64,"MTOPDomainClassification (en)":95.3,"MTOPIntentClassification (en)":78.1,"ToxicConversationsClassification":72.42,"TweetSentimentExtractionClassification":59.32}
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+{"Rank":31,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.09,"AmazonReviewsClassification (fr)":29.39,"MasakhaNEWSClassification (fra)":63.91,"MassiveIntentClassification (fr)":37.3,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.63,"MTOPIntentClassification (fr)":37.86}
+{"Rank":32,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.09,"AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":63.89,"MassiveIntentClassification (fr)":37.28,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.7,"MTOPIntentClassification (fr)":37.85}
+{"Rank":33,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":31.21,"AmazonReviewsClassification (fr)":26.75,"MasakhaNEWSClassification (fra)":60.5,"MassiveIntentClassification (fr)":13.58,"MassiveScenarioClassification (fr)":23.21,"MTOPDomainClassification (fr)":43.83,"MTOPIntentClassification (fr)":19.38}
+{"Rank":34,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":30.71,"AmazonReviewsClassification (fr)":26.62,"MasakhaNEWSClassification (fra)":65.76,"MassiveIntentClassification (fr)":15.82,"MassiveScenarioClassification (fr)":23.92,"MTOPDomainClassification (fr)":36.77,"MTOPIntentClassification (fr)":15.37}
+{"Rank":35,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.38,"AmazonReviewsClassification (fr)":26.85,"MasakhaNEWSClassification (fra)":67.94,"MassiveIntentClassification (fr)":15.09,"MassiveScenarioClassification (fr)":21.67,"MTOPDomainClassification (fr)":34.99,"MTOPIntentClassification (fr)":15.76}
+{"Rank":36,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.21,"AmazonReviewsClassification (fr)":22.45,"MasakhaNEWSClassification (fra)":55.64,"MassiveIntentClassification (fr)":16.41,"MassiveScenarioClassification (fr)":22.72,"MTOPDomainClassification (fr)":24.27,"MTOPIntentClassification (fr)":9.79}
+{"Rank":37,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":24.91,"AmazonReviewsClassification (fr)":24.9,"MasakhaNEWSClassification (fra)":71.14,"MassiveIntentClassification (fr)":6.98,"MassiveScenarioClassification (fr)":11.41,"MTOPDomainClassification (fr)":25.55,"MTOPIntentClassification (fr)":9.49}
+{"Rank":38,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":23.28,"AmazonReviewsClassification (fr)":23.52,"MasakhaNEWSClassification (fra)":62.61,"MassiveIntentClassification (fr)":6.24,"MassiveScenarioClassification (fr)":10.98,"MTOPDomainClassification (fr)":27.74,"MTOPIntentClassification (fr)":8.61}
+{"Rank":39,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":40,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":41,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":42,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":43,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":44,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":45,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":46,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null,"AmazonReviewsClassification (fr)":40.94,"MasakhaNEWSClassification (fra)":79.69,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":84.79,"MTOPIntentClassification (fr)":55.51}
+{"Rank":47,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"AmazonReviewsClassification (fr)":41.91,"MasakhaNEWSClassification (fra)":79.38,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":86.41,"MTOPIntentClassification (fr)":59.43}
+{"Rank":48,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null,"AmazonReviewsClassification (fr)":39.68,"MasakhaNEWSClassification (fra)":77.65,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":81.2,"MTOPIntentClassification (fr)":46.01}
+{"Rank":49,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":74.05,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":50,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":51,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AmazonReviewsClassification (fr)":23.31,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":38.41,"MassiveScenarioClassification (fr)":40.26,"MTOPDomainClassification (fr)":54.61,"MTOPIntentClassification (fr)":34.71}
+{"Rank":52,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":53,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
+{"Rank":54,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
+{"Rank":55,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":56,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
diff --git a/all_data_tasks/1/default.jsonl b/all_data_tasks/1/default.jsonl
index 8c3475c965832ab4507ac08e72e70994950da247..d0ea9ac88d9fb3a9ba472f51e055c20b09b22807 100644
--- a/all_data_tasks/1/default.jsonl
+++ b/all_data_tasks/1/default.jsonl
@@ -1,205 +1,57 @@
-{"index":21,"Rank":1,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.89,"ArxivClusteringP2P":54.44,"ArxivClusteringS2S":49.33,"BiorxivClusteringP2P":53.05,"BiorxivClusteringS2S":48.38,"MedrxivClusteringP2P":45.86,"MedrxivClusteringS2S":44.33,"RedditClustering":72.33,"RedditClusteringP2P":72.72,"StackExchangeClustering":81.32,"StackExchangeClusteringP2P":46.05,"TwentyNewsgroupsClustering":68.98}
-{"index":138,"Rank":2,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.69,"ArxivClusteringP2P":55.44,"ArxivClusteringS2S":50.66,"BiorxivClusteringP2P":50.68,"BiorxivClusteringS2S":46.87,"MedrxivClusteringP2P":46.87,"MedrxivClusteringS2S":44.65,"RedditClustering":72.86,"RedditClusteringP2P":75.27,"StackExchangeClustering":80.29,"StackExchangeClusteringP2P":49.57,"TwentyNewsgroupsClustering":61.43}
-{"index":17,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":56.92,"ArxivClusteringP2P":56.46,"ArxivClusteringS2S":51.74,"BiorxivClusteringP2P":50.09,"BiorxivClusteringS2S":46.65,"MedrxivClusteringP2P":46.23,"MedrxivClusteringS2S":44.13,"RedditClustering":73.55,"RedditClusteringP2P":74.13,"StackExchangeClustering":79.86,"StackExchangeClusteringP2P":49.41,"TwentyNewsgroupsClustering":53.91}
-{"index":205,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.92,"ArxivClusteringP2P":56.46,"ArxivClusteringS2S":51.74,"BiorxivClusteringP2P":50.09,"BiorxivClusteringS2S":46.65,"MedrxivClusteringP2P":46.23,"MedrxivClusteringS2S":44.13,"RedditClustering":73.55,"RedditClusteringP2P":74.13,"StackExchangeClustering":79.86,"StackExchangeClusteringP2P":49.41,"TwentyNewsgroupsClustering":53.91}
-{"index":126,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.92,"ArxivClusteringP2P":56.46,"ArxivClusteringS2S":51.74,"BiorxivClusteringP2P":50.09,"BiorxivClusteringS2S":46.65,"MedrxivClusteringP2P":46.23,"MedrxivClusteringS2S":44.13,"RedditClustering":73.55,"RedditClusteringP2P":74.13,"StackExchangeClustering":79.86,"StackExchangeClusteringP2P":49.41,"TwentyNewsgroupsClustering":53.91}
-{"index":139,"Rank":6,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.7,"ArxivClusteringP2P":55.16,"ArxivClusteringS2S":49.82,"BiorxivClusteringP2P":50.68,"BiorxivClusteringS2S":45.81,"MedrxivClusteringP2P":46.32,"MedrxivClusteringS2S":44.29,"RedditClustering":71.19,"RedditClusteringP2P":74.42,"StackExchangeClustering":78.49,"StackExchangeClusteringP2P":48.9,"TwentyNewsgroupsClustering":58.57}
-{"index":95,"Rank":7,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.17,"ArxivClusteringP2P":54.02,"ArxivClusteringS2S":48.82,"BiorxivClusteringP2P":50.76,"BiorxivClusteringS2S":46.57,"MedrxivClusteringP2P":46.66,"MedrxivClusteringS2S":44.18,"RedditClustering":62.92,"RedditClusteringP2P":72.74,"StackExchangeClustering":76.48,"StackExchangeClusteringP2P":48.29,"TwentyNewsgroupsClustering":66.42}
-{"index":15,"Rank":8,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":55.83,"ArxivClusteringP2P":56.4,"ArxivClusteringS2S":51.45,"BiorxivClusteringP2P":49.01,"BiorxivClusteringS2S":45.06,"MedrxivClusteringP2P":44.37,"MedrxivClusteringS2S":42.0,"RedditClustering":73.37,"RedditClusteringP2P":72.51,"StackExchangeClustering":79.07,"StackExchangeClusteringP2P":49.57,"TwentyNewsgroupsClustering":51.31}
-{"index":23,"Rank":9,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.65,"ArxivClusteringP2P":54.91,"ArxivClusteringS2S":50.28,"BiorxivClusteringP2P":52.64,"BiorxivClusteringS2S":49.2,"MedrxivClusteringP2P":45.81,"MedrxivClusteringS2S":44.11,"RedditClustering":56.03,"RedditClusteringP2P":65.83,"StackExchangeClustering":66.21,"StackExchangeClusteringP2P":45.74,"TwentyNewsgroupsClustering":70.44}
-{"index":51,"Rank":10,"Model":"neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.32,"ArxivClusteringP2P":53.45,"ArxivClusteringS2S":48.82,"BiorxivClusteringP2P":48.82,"BiorxivClusteringS2S":45.07,"MedrxivClusteringP2P":42.63,"MedrxivClusteringS2S":40.97,"RedditClustering":66.44,"RedditClusteringP2P":69.56,"StackExchangeClustering":75.95,"StackExchangeClusteringP2P":46.2,"TwentyNewsgroupsClustering":59.6}
-{"index":6,"Rank":11,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.35,"ArxivClusteringP2P":51.81,"ArxivClusteringS2S":44.73,"BiorxivClusteringP2P":46.07,"BiorxivClusteringS2S":40.64,"MedrxivClusteringP2P":42.94,"MedrxivClusteringS2S":41.44,"RedditClustering":68.5,"RedditClusteringP2P":64.86,"StackExchangeClustering":74.16,"StackExchangeClusteringP2P":45.1,"TwentyNewsgroupsClustering":66.62}
-{"index":215,"Rank":12,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":52.8,"ArxivClusteringP2P":53.76,"ArxivClusteringS2S":49.59,"BiorxivClusteringP2P":48.15,"BiorxivClusteringS2S":44.74,"MedrxivClusteringP2P":39.24,"MedrxivClusteringS2S":36.98,"RedditClustering":63.2,"RedditClusteringP2P":68.01,"StackExchangeClustering":74.99,"StackExchangeClusteringP2P":42.04,"TwentyNewsgroupsClustering":60.13}
-{"index":9,"Rank":13,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":52.42,"ArxivClusteringP2P":51.95,"ArxivClusteringS2S":42.48,"BiorxivClusteringP2P":50.15,"BiorxivClusteringS2S":42.84,"MedrxivClusteringP2P":47.24,"MedrxivClusteringS2S":43.48,"RedditClustering":63.73,"RedditClusteringP2P":64.09,"StackExchangeClustering":70.71,"StackExchangeClusteringP2P":40.34,"TwentyNewsgroupsClustering":59.56}
-{"index":96,"Rank":14,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":51.67,"ArxivClusteringP2P":52.08,"ArxivClusteringS2S":47.38,"BiorxivClusteringP2P":43.94,"BiorxivClusteringS2S":41.14,"MedrxivClusteringP2P":40.03,"MedrxivClusteringS2S":39.0,"RedditClustering":59.9,"RedditClusteringP2P":67.64,"StackExchangeClustering":74.25,"StackExchangeClusteringP2P":46.78,"TwentyNewsgroupsClustering":56.27}
-{"index":58,"Rank":15,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":51.42,"ArxivClusteringP2P":51.48,"ArxivClusteringS2S":47.3,"BiorxivClusteringP2P":42.73,"BiorxivClusteringS2S":39.58,"MedrxivClusteringP2P":37.84,"MedrxivClusteringS2S":36.65,"RedditClustering":61.52,"RedditClusteringP2P":68.24,"StackExchangeClustering":76.94,"StackExchangeClusteringP2P":46.04,"TwentyNewsgroupsClustering":57.3}
-{"index":42,"Rank":16,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":50.61,"ArxivClusteringP2P":51.67,"ArxivClusteringS2S":48.11,"BiorxivClusteringP2P":40.87,"BiorxivClusteringS2S":39.8,"MedrxivClusteringP2P":36.52,"MedrxivClusteringS2S":36.8,"RedditClustering":61.3,"RedditClusteringP2P":67.26,"StackExchangeClustering":77.33,"StackExchangeClusteringP2P":41.33,"TwentyNewsgroupsClustering":55.7}
-{"index":156,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
-{"index":43,"Rank":18,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
-{"index":283,"Rank":19,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
-{"index":204,"Rank":20,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
-{"index":16,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
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-{"index":272,"Rank":279,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92}
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-{"index":279,"Rank":285,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64}
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+{"Rank":4,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
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+{"Rank":9,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
+{"Rank":10,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
+{"Rank":11,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
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+{"Rank":14,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
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+{"Rank":24,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
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+{"Rank":27,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
+{"Rank":28,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
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+{"Rank":30,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
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+{"Rank":37,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
+{"Rank":38,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
+{"Rank":39,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
+{"Rank":40,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
+{"Rank":41,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
+{"Rank":42,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
+{"Rank":43,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":44,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":45,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":46,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":47,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":48,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":49,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":50,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":51,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":52,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":53,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":54,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":55,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":56,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
diff --git a/all_data_tasks/10/default.jsonl b/all_data_tasks/10/default.jsonl
index c9c186940c2ef2cd2071d7e111f9214c1275c1ec..b17c2fe3485a482025108f54e4e5ba67d169f09f 100644
--- a/all_data_tasks/10/default.jsonl
+++ b/all_data_tasks/10/default.jsonl
@@ -1,66 +1,112 @@
-{"index":207,"Rank":1,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":91.87,"Cmnli":92.84,"Ocnli":90.9}
-{"index":169,"Rank":2,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":91.55,"Cmnli":92.54,"Ocnli":90.56}
-{"index":50,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.87,"Cmnli":90.87,"Ocnli":90.87}
-{"index":253,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.24,"Cmnli":92.64,"Ocnli":87.84}
-{"index":38,"Rank":5,"Model":"Yinka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":89.88,"Cmnli":92.49,"Ocnli":87.26}
-{"index":46,"Rank":6,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.92,"Cmnli":90.66,"Ocnli":87.18}
-{"index":15,"Rank":7,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
-{"index":154,"Rank":8,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
-{"index":12,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
-{"index":155,"Rank":10,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.08,"Cmnli":90.66,"Ocnli":85.51}
-{"index":116,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d-1024<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.08,"Cmnli":90.66,"Ocnli":85.51}
-{"index":173,"Rank":12,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.93,"Cmnli":90.42,"Ocnli":85.43}
-{"index":129,"Rank":13,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.84,"Cmnli":90.49,"Ocnli":85.18}
-{"index":47,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
-{"index":17,"Rank":15,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"index":142,"Rank":16,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"index":234,"Rank":17,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"index":276,"Rank":18,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
-{"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"index":233,"Rank":20,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"index":29,"Rank":21,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
-{"index":206,"Rank":22,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.3,"Cmnli":89.95,"Ocnli":80.64}
-{"index":286,"Rank":23,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
-{"index":105,"Rank":24,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
-{"index":199,"Rank":25,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"index":280,"Rank":26,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"index":175,"Rank":27,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.68,"Cmnli":86.85,"Ocnli":78.51}
-{"index":20,"Rank":28,"Model":"tao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
-{"index":21,"Rank":29,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
-{"index":40,"Rank":30,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
-{"index":41,"Rank":31,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
-{"index":315,"Rank":32,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.32,"Cmnli":85.31,"Ocnli":79.33}
-{"index":27,"Rank":33,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":81.6,"Cmnli":85.27,"Ocnli":77.94}
-{"index":48,"Rank":34,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.46,"Cmnli":85.92,"Ocnli":77.01}
-{"index":49,"Rank":35,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.9,"Cmnli":86.7,"Ocnli":75.1}
-{"index":284,"Rank":36,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.44,"Cmnli":85.6,"Ocnli":75.28}
-{"index":51,"Rank":37,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.01,"Cmnli":84.76,"Ocnli":75.26}
-{"index":172,"Rank":38,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.96,"Cmnli":84.75,"Ocnli":75.16}
-{"index":23,"Rank":39,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":79.76,"Cmnli":84.1,"Ocnli":75.41}
-{"index":39,"Rank":40,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.77,"Cmnli":84.1,"Ocnli":73.44}
-{"index":174,"Rank":41,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.72,"Cmnli":85.14,"Ocnli":72.29}
-{"index":191,"Rank":42,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.65,"Cmnli":85.14,"Ocnli":72.15}
-{"index":252,"Rank":43,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.38,"Cmnli":83.83,"Ocnli":72.92}
-{"index":26,"Rank":44,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.77,"Cmnli":82.17,"Ocnli":71.37}
-{"index":251,"Rank":45,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.61,"Cmnli":82.33,"Ocnli":70.89}
-{"index":189,"Rank":46,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.59,"Cmnli":83.32,"Ocnli":69.86}
-{"index":171,"Rank":47,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.09,"Cmnli":81.65,"Ocnli":70.53}
-{"index":188,"Rank":48,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.96,"Cmnli":81.34,"Ocnli":68.58}
-{"index":208,"Rank":49,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.64,"Cmnli":79.58,"Ocnli":69.7}
-{"index":190,"Rank":50,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.38,"Cmnli":78.43,"Ocnli":66.32}
-{"index":180,"Rank":51,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":72.19,"Cmnli":80.21,"Ocnli":64.18}
-{"index":53,"Rank":52,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.86,"Cmnli":77.67,"Ocnli":64.04}
-{"index":33,"Rank":53,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":70.4,"Cmnli":76.24,"Ocnli":64.57}
-{"index":288,"Rank":54,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
-{"index":184,"Rank":55,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.89,"Cmnli":78.18,"Ocnli":61.6}
-{"index":311,"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.56,"Cmnli":76.03,"Ocnli":63.08}
-{"index":274,"Rank":57,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.76,"Cmnli":75.67,"Ocnli":61.85}
-{"index":277,"Rank":58,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.41,"Cmnli":73.87,"Ocnli":60.95}
-{"index":183,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.07,"Cmnli":74.51,"Ocnli":59.63}
-{"index":279,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":66.62,"Cmnli":72.55,"Ocnli":60.7}
-{"index":186,"Rank":61,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.45,"Cmnli":72.12,"Ocnli":60.77}
-{"index":221,"Rank":62,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":64.3,"Cmnli":69.27,"Ocnli":59.33}
-{"index":220,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.99,"Cmnli":69.98,"Ocnli":58.0}
-{"index":226,"Rank":64,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.84,"Cmnli":65.68,"Ocnli":59.99}
-{"index":159,"Rank":65,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.52,"Cmnli":61.86,"Ocnli":55.18}
-{"index":289,"Rank":66,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.7,"Cmnli":57.78,"Ocnli":55.63}
+{"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
+{"Rank":2,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
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+{"Rank":24,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":27,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":30,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":31,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":33,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":34,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":35,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":36,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":37,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":38,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":39,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":40,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":41,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":42,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":44,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":45,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":46,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":51,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":57,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":58,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":59,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":63,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":77,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":80,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":81,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":82,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"Cmnli":null,"Ocnli":null}
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+{"Rank":86,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":87,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":88,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":89,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":90,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":91,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":92,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":93,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":94,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":95,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":96,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":97,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":98,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":99,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":100,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":101,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":102,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":103,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":104,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":105,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":106,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":107,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":108,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":109,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":110,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":111,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"Cmnli":null,"Ocnli":null}
+{"Rank":112,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"Cmnli":null,"Ocnli":null}
diff --git a/all_data_tasks/11/default.jsonl b/all_data_tasks/11/default.jsonl
index d77d78d1a6fe18226f912a2a798fcec5aac1440f..8918e6f04e47bac0390bfc43a02c2a9f68bbee52 100644
--- a/all_data_tasks/11/default.jsonl
+++ b/all_data_tasks/11/default.jsonl
@@ -1,79 +1,112 @@
-{"index":207,"Rank":1,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.58,"CMedQAv1":90.96,"CMedQAv2":90.41,"MMarcoReranking":39.91,"T2Reranking":69.03}
-{"index":169,"Rank":2,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.34,"CMedQAv1":91.11,"CMedQAv2":90.07,"MMarcoReranking":38.87,"T2Reranking":69.29}
-{"index":248,"Rank":3,"Model":"360Zhinao-1.8B-Reranking<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.13,"CMedQAv1":86.75,"CMedQAv2":87.92,"MMarcoReranking":37.29,"T2Reranking":68.55}
-{"index":253,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"CMedQAv1":89.31,"CMedQAv2":90.14,"MMarcoReranking":33.39,"T2Reranking":67.15}
-{"index":38,"Rank":5,"Model":"Yinka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.78,"CMedQAv1":89.26,"CMedQAv2":90.05,"MMarcoReranking":32.74,"T2Reranking":67.05}
-{"index":315,"Rank":6,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.67,"CMedQAv1":88.06,"CMedQAv2":88.46,"MMarcoReranking":34.3,"T2Reranking":67.85}
-{"index":50,"Rank":7,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.3,"CMedQAv1":88.74,"CMedQAv2":89.42,"MMarcoReranking":31.61,"T2Reranking":67.45}
-{"index":249,"Rank":8,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.92,"CMedQAv1":87.0,"CMedQAv2":88.48,"MMarcoReranking":32.41,"T2Reranking":67.8}
-{"index":234,"Rank":9,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.92,"CMedQAv1":88.2,"CMedQAv2":88.03,"MMarcoReranking":31.65,"T2Reranking":67.8}
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diff --git a/all_data_tasks/12/default.jsonl b/all_data_tasks/12/default.jsonl
index 12dbacbb4e82529591b5a8bc82e4acffbec9ad1c..2b0949510c80f07225fb5e0ef24d0335df71c801 100644
--- a/all_data_tasks/12/default.jsonl
+++ b/all_data_tasks/12/default.jsonl
@@ -1,72 +1,112 @@
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diff --git a/all_data_tasks/13/default.jsonl b/all_data_tasks/13/default.jsonl
index c15d2dcc5107cf899a9c7dc6c1650581eb9a28c8..6e3d57e76abad60aac5b18c8fa6b71300babda6b 100644
--- a/all_data_tasks/13/default.jsonl
+++ b/all_data_tasks/13/default.jsonl
@@ -1,87 +1,112 @@
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diff --git a/all_data_tasks/14/default.jsonl b/all_data_tasks/14/default.jsonl
index 2908d739c66e9b8095ac945aa6ccbb65431d3b30..79d390547aa179d45176af4da59200f9fc3d82a1 100644
--- a/all_data_tasks/14/default.jsonl
+++ b/all_data_tasks/14/default.jsonl
@@ -1,24 +1,24 @@
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-{"index":2,"Rank":14,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"BornholmBitextMining":6.6}
-{"index":22,"Rank":15,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"BornholmBitextMining":6.34}
-{"index":17,"Rank":16,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"BornholmBitextMining":6.08}
-{"index":6,"Rank":17,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"BornholmBitextMining":4.53}
-{"index":23,"Rank":18,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"BornholmBitextMining":4.42}
-{"index":18,"Rank":19,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"BornholmBitextMining":2.9}
-{"index":16,"Rank":20,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"BornholmBitextMining":1.44}
-{"index":3,"Rank":21,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"BornholmBitextMining":0.85}
-{"index":0,"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"BornholmBitextMining":""}
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-{"index":21,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"BornholmBitextMining":""}
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+{"Rank":9,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","BornholmBitextMining":9.88,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":10,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","BornholmBitextMining":4.53,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":11,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","BornholmBitextMining":11.65,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","BornholmBitextMining":40.09,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BornholmBitextMining":40.15,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":14,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","BornholmBitextMining":40.27,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":15,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","BornholmBitextMining":1.44,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":16,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":"","BornholmBitextMining":6.08,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":17,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":"","BornholmBitextMining":2.9,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":18,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","BornholmBitextMining":"","BornholmBitextMining (dan-Latn)":45.63}
+{"Rank":19,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","BornholmBitextMining":"","BornholmBitextMining (dan-Latn)":35.25}
+{"Rank":20,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","BornholmBitextMining":"","BornholmBitextMining (dan-Latn)":27.44}
+{"Rank":21,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","BornholmBitextMining":"","BornholmBitextMining (dan-Latn)":19.67}
+{"Rank":22,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BornholmBitextMining":"","BornholmBitextMining (dan-Latn)":18.18}
+{"Rank":23,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","BornholmBitextMining":6.34,"BornholmBitextMining (dan-Latn)":""}
+{"Rank":24,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","BornholmBitextMining":4.42,"BornholmBitextMining (dan-Latn)":""}
diff --git a/all_data_tasks/15/default.jsonl b/all_data_tasks/15/default.jsonl
index 85cbd1ad9174d578900953c618f3758347b3407a..0db151fa509fb8152faba7dc76eaa5be2458dc72 100644
--- a/all_data_tasks/15/default.jsonl
+++ b/all_data_tasks/15/default.jsonl
@@ -1,47 +1,32 @@
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-{"index":24,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":59.94,"AngryTweetsClassification":54.95,"DKHateClassification":66.02,"DanishPoliticalCommentsClassification":38.27,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":82.29,"ScalaDaClassification":50.77}
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-{"index":13,"Rank":4,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.9,"AngryTweetsClassification":52.14,"DKHateClassification":62.13,"DanishPoliticalCommentsClassification":35.04,"LccSentimentClassification":56.27,"MassiveIntentClassification (da)":57.03,"MassiveScenarioClassification (da)":60.43,"NordicLangClassification":85.27,"ScalaDaClassification":62.85}
-{"index":23,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.61,"AngryTweetsClassification":54.65,"DKHateClassification":63.53,"DanishPoliticalCommentsClassification":36.69,"LccSentimentClassification":59.67,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":75.94,"ScalaDaClassification":50.79}
-{"index":45,"Rank":6,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.31,"AngryTweetsClassification":54.28,"DKHateClassification":59.3,"DanishPoliticalCommentsClassification":39.81,"LccSentimentClassification":58.0,"MassiveIntentClassification (da)":54.68,"MassiveScenarioClassification (da)":59.56,"NordicLangClassification":74.25,"ScalaDaClassification":66.59}
-{"index":12,"Rank":7,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":57.68,"AngryTweetsClassification":52.14,"DKHateClassification":61.73,"DanishPoliticalCommentsClassification":34.84,"LccSentimentClassification":51.4,"MassiveIntentClassification (da)":56.69,"MassiveScenarioClassification (da)":61.93,"NordicLangClassification":84.69,"ScalaDaClassification":57.99}
-{"index":30,"Rank":8,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":56.34,"AngryTweetsClassification":52.48,"DKHateClassification":58.78,"DanishPoliticalCommentsClassification":34.14,"LccSentimentClassification":54.07,"MassiveIntentClassification (da)":53.16,"MassiveScenarioClassification (da)":57.17,"NordicLangClassification":82.67,"ScalaDaClassification":58.25}
-{"index":26,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.12,"AngryTweetsClassification":53.57,"DKHateClassification":60.73,"DanishPoliticalCommentsClassification":34.38,"LccSentimentClassification":57.87,"MassiveIntentClassification (da)":54.63,"MassiveScenarioClassification (da)":62.34,"NordicLangClassification":75.15,"ScalaDaClassification":50.3}
-{"index":18,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.03,"AngryTweetsClassification":49.62,"DKHateClassification":69.97,"DanishPoliticalCommentsClassification":37.59,"LccSentimentClassification":54.27,"MassiveIntentClassification (da)":62.03,"MassiveScenarioClassification (da)":67.76,"NordicLangClassification":48.4,"ScalaDaClassification":50.63}
-{"index":31,"Rank":11,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":54.21,"AngryTweetsClassification":49.04,"DKHateClassification":62.71,"DanishPoliticalCommentsClassification":33.53,"LccSentimentClassification":46.93,"MassiveIntentClassification (da)":45.98,"MassiveScenarioClassification (da)":50.51,"NordicLangClassification":84.25,"ScalaDaClassification":60.72}
-{"index":46,"Rank":12,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":52.14,"AngryTweetsClassification":52.41,"DKHateClassification":56.78,"DanishPoliticalCommentsClassification":34.03,"LccSentimentClassification":52.27,"MassiveIntentClassification (da)":41.06,"MassiveScenarioClassification (da)":43.91,"NordicLangClassification":79.39,"ScalaDaClassification":57.3}
-{"index":20,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.39,"AngryTweetsClassification":46.14,"DKHateClassification":58.72,"DanishPoliticalCommentsClassification":28.67,"LccSentimentClassification":42.13,"MassiveIntentClassification (da)":42.29,"MassiveScenarioClassification (da)":52.95,"NordicLangClassification":58.3,"ScalaDaClassification":49.9}
-{"index":19,"Rank":14,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.02,"AngryTweetsClassification":45.06,"DKHateClassification":58.51,"DanishPoliticalCommentsClassification":28.43,"LccSentimentClassification":37.47,"MassiveIntentClassification (da)":44.25,"MassiveScenarioClassification (da)":52.99,"NordicLangClassification":59.34,"ScalaDaClassification":50.08}
-{"index":8,"Rank":15,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":46.67,"AngryTweetsClassification":44.46,"DKHateClassification":59.36,"DanishPoliticalCommentsClassification":28.32,"LccSentimentClassification":47.2,"MassiveIntentClassification (da)":42.84,"MassiveScenarioClassification (da)":49.64,"NordicLangClassification":51.45,"ScalaDaClassification":50.12}
-{"index":29,"Rank":16,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":46.33,"AngryTweetsClassification":47.91,"DKHateClassification":59.45,"DanishPoliticalCommentsClassification":31.89,"LccSentimentClassification":47.93,"MassiveIntentClassification (da)":26.3,"MassiveScenarioClassification (da)":28.93,"NordicLangClassification":57.82,"ScalaDaClassification":70.41}
-{"index":22,"Rank":17,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":45.66,"AngryTweetsClassification":43.6,"DKHateClassification":57.57,"DanishPoliticalCommentsClassification":28.37,"LccSentimentClassification":40.27,"MassiveIntentClassification (da)":41.89,"MassiveScenarioClassification (da)":49.93,"NordicLangClassification":53.47,"ScalaDaClassification":50.15}
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-{"index":34,"Rank":19,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":44.46,"AngryTweetsClassification":42.49,"DKHateClassification":55.05,"DanishPoliticalCommentsClassification":26.96,"LccSentimentClassification":38.47,"MassiveIntentClassification (da)":40.99,"MassiveScenarioClassification (da)":47.01,"NordicLangClassification":54.71,"ScalaDaClassification":50.03}
-{"index":7,"Rank":20,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":33.61,"AngryTweetsClassification":40.52,"DKHateClassification":52.28,"DanishPoliticalCommentsClassification":25.17,"LccSentimentClassification":36.67,"MassiveIntentClassification (da)":6.51,"MassiveScenarioClassification (da)":11.5,"NordicLangClassification":44.53,"ScalaDaClassification":51.66}
-{"index":0,"Rank":21,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":45.61,"MassiveScenarioClassification (da)":54.87,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":1,"Rank":22,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":46.17,"DKHateClassification":55.9,"DanishPoliticalCommentsClassification":28.33,"LccSentimentClassification":42.27,"MassiveIntentClassification (da)":40.37,"MassiveScenarioClassification (da)":49.35,"NordicLangClassification":"","ScalaDaClassification":50.11}
-{"index":2,"Rank":23,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":31.47,"MassiveScenarioClassification (da)":39.79,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":3,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":35.53,"MassiveScenarioClassification (da)":42.65,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":4,"Rank":25,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
-{"index":5,"Rank":26,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":56.08,"DKHateClassification":"","DanishPoliticalCommentsClassification":40.88,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":61.0,"ScalaDaClassification":50.43}
-{"index":9,"Rank":27,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":41.0,"MassiveScenarioClassification (da)":51.92,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":10,"Rank":28,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":44.18,"MassiveScenarioClassification (da)":45.44,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":11,"Rank":29,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":43.56,"MassiveScenarioClassification (da)":44.75,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":14,"Rank":30,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":55.06,"MassiveScenarioClassification (da)":64.26,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":15,"Rank":31,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":51.23,"MassiveScenarioClassification (da)":53.52,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":21,"Rank":32,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":72.53,"MassiveScenarioClassification (da)":76.76,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":25,"Rank":33,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":71.81,"MassiveScenarioClassification (da)":77.61,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":27,"Rank":34,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":49.54,"MassiveScenarioClassification (da)":52.53,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":28,"Rank":35,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":46.93,"MassiveScenarioClassification (da)":49.11,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":32,"Rank":36,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":58.25,"MassiveScenarioClassification (da)":65.24,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":33,"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":44.43,"MassiveScenarioClassification (da)":49.47,"NordicLangClassification":"","ScalaDaClassification":""}
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+{"Rank":32,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","AngryTweetsClassification":52.41,"AngryTweetsClassification (dan-Latn)":"","DKHateClassification":56.78,"DanishPoliticalCommentsClassification":34.03,"DanishPoliticalCommentsClassification (dan-Latn)":"","LccSentimentClassification":52.27,"LccSentimentClassification (dan-Latn)":"","MassiveIntentClassification (da)":41.06,"MassiveScenarioClassification (da)":43.91,"NordicLangClassification":79.39,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","ScalaDaClassification":57.3}
diff --git a/all_data_tasks/16/default.jsonl b/all_data_tasks/16/default.jsonl
index 2e65c4d5b9bc3c1c2570e674b0ab0a75d9a90aec..c2c67a443c29a551d3ed5f619dbb294c2a64b2a3 100644
--- a/all_data_tasks/16/default.jsonl
+++ b/all_data_tasks/16/default.jsonl
@@ -1,77 +1,57 @@
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-{"index":56,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":34,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":10,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
-{"index":55,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":8,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":29,"Rank":7,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
-{"index":81,"Rank":8,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.27,"AmazonReviewsClassification (fr)":43.76,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":65.42,"MassiveScenarioClassification (fr)":71.11,"MTOPDomainClassification (fr)":89.38,"MTOPIntentClassification (fr)":64.45}
-{"index":22,"Rank":9,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
-{"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.61,"AmazonReviewsClassification (fr)":41.59,"MasakhaNEWSClassification (fra)":81.4,"MassiveIntentClassification (fr)":62.83,"MassiveScenarioClassification (fr)":69.71,"MTOPDomainClassification (fr)":90.05,"MTOPIntentClassification (fr)":66.09}
-{"index":4,"Rank":11,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.56,"AmazonReviewsClassification (fr)":43.36,"MasakhaNEWSClassification (fra)":74.81,"MassiveIntentClassification (fr)":68.06,"MassiveScenarioClassification (fr)":74.29,"MTOPDomainClassification (fr)":90.33,"MTOPIntentClassification (fr)":60.52}
-{"index":51,"Rank":12,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.48,"AmazonReviewsClassification (fr)":36.62,"MasakhaNEWSClassification (fra)":80.4,"MassiveIntentClassification (fr)":65.86,"MassiveScenarioClassification (fr)":71.6,"MTOPDomainClassification (fr)":88.7,"MTOPIntentClassification (fr)":67.69}
-{"index":3,"Rank":13,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.45,"AmazonReviewsClassification (fr)":41.98,"MasakhaNEWSClassification (fra)":76.42,"MassiveIntentClassification (fr)":66.94,"MassiveScenarioClassification (fr)":72.78,"MTOPDomainClassification (fr)":90.12,"MTOPIntentClassification (fr)":62.44}
-{"index":45,"Rank":14,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.39,"AmazonReviewsClassification (fr)":41.91,"MasakhaNEWSClassification (fra)":79.38,"MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":86.41,"MTOPIntentClassification (fr)":59.43}
-{"index":50,"Rank":15,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.57,"AmazonReviewsClassification (fr)":42.33,"MasakhaNEWSClassification (fra)":70.52,"MassiveIntentClassification (fr)":66.7,"MassiveScenarioClassification (fr)":74.58,"MTOPDomainClassification (fr)":90.39,"MTOPIntentClassification (fr)":60.88}
-{"index":2,"Rank":16,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.44,"AmazonReviewsClassification (fr)":42.15,"MasakhaNEWSClassification (fra)":82.13,"MassiveIntentClassification (fr)":63.08,"MassiveScenarioClassification (fr)":70.15,"MTOPDomainClassification (fr)":87.68,"MTOPIntentClassification (fr)":59.44}
-{"index":52,"Rank":17,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.4,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":73.18,"MassiveIntentClassification (fr)":66.3,"MassiveScenarioClassification (fr)":71.7,"MTOPDomainClassification (fr)":88.96,"MTOPIntentClassification (fr)":67.76}
-{"index":72,"Rank":18,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.36,"AmazonReviewsClassification (fr)":46.09,"MasakhaNEWSClassification (fra)":79.1,"MassiveIntentClassification (fr)":65.91,"MassiveScenarioClassification (fr)":68.53,"MTOPDomainClassification (fr)":86.2,"MTOPIntentClassification (fr)":58.33}
-{"index":53,"Rank":19,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.11,"AmazonReviewsClassification (fr)":35.11,"MasakhaNEWSClassification (fra)":75.17,"MassiveIntentClassification (fr)":66.48,"MassiveScenarioClassification (fr)":71.47,"MTOPDomainClassification (fr)":88.52,"MTOPIntentClassification (fr)":65.93}
-{"index":15,"Rank":20,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.08,"AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":83.06,"MassiveIntentClassification (fr)":62.94,"MassiveScenarioClassification (fr)":67.29,"MTOPDomainClassification (fr)":86.23,"MTOPIntentClassification (fr)":61.07}
-{"index":44,"Rank":21,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.8,"AmazonReviewsClassification (fr)":40.94,"MasakhaNEWSClassification (fra)":79.69,"MassiveIntentClassification (fr)":67.95,"MassiveScenarioClassification (fr)":71.89,"MTOPDomainClassification (fr)":84.79,"MTOPIntentClassification (fr)":55.51}
-{"index":21,"Rank":22,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.74,"AmazonReviewsClassification (fr)":40.35,"MasakhaNEWSClassification (fra)":77.44,"MassiveIntentClassification (fr)":64.99,"MassiveScenarioClassification (fr)":71.72,"MTOPDomainClassification (fr)":86.83,"MTOPIntentClassification (fr)":59.13}
-{"index":23,"Rank":23,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.54,"AmazonReviewsClassification (fr)":44.11,"MasakhaNEWSClassification (fra)":69.81,"MassiveIntentClassification (fr)":66.14,"MassiveScenarioClassification (fr)":72.74,"MTOPDomainClassification (fr)":87.82,"MTOPIntentClassification (fr)":58.63}
-{"index":77,"Rank":24,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.37,"AmazonReviewsClassification (fr)":35.09,"MasakhaNEWSClassification (fra)":72.04,"MassiveIntentClassification (fr)":65.8,"MassiveScenarioClassification (fr)":73.47,"MTOPDomainClassification (fr)":88.19,"MTOPIntentClassification (fr)":63.64}
-{"index":54,"Rank":25,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.96,"AmazonReviewsClassification (fr)":34.62,"MasakhaNEWSClassification (fra)":74.29,"MassiveIntentClassification (fr)":65.67,"MassiveScenarioClassification (fr)":71.61,"MTOPDomainClassification (fr)":86.97,"MTOPIntentClassification (fr)":62.59}
-{"index":80,"Rank":26,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.92,"AmazonReviewsClassification (fr)":43.51,"MasakhaNEWSClassification (fra)":72.61,"MassiveIntentClassification (fr)":65.15,"MassiveScenarioClassification (fr)":69.94,"MTOPDomainClassification (fr)":85.33,"MTOPIntentClassification (fr)":59.01}
-{"index":36,"Rank":27,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":65.82,"AmazonReviewsClassification (fr)":37.97,"MasakhaNEWSClassification (fra)":80.62,"MassiveIntentClassification (fr)":62.65,"MassiveScenarioClassification (fr)":69.29,"MTOPDomainClassification (fr)":85.74,"MTOPIntentClassification (fr)":58.62}
-{"index":24,"Rank":28,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.18,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":78.44,"MassiveIntentClassification (fr)":64.57,"MassiveScenarioClassification (fr)":69.04,"MTOPDomainClassification (fr)":84.19,"MTOPIntentClassification (fr)":58.35}
-{"index":71,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":65.09,"AmazonReviewsClassification (fr)":43.52,"MasakhaNEWSClassification (fra)":80.09,"MassiveIntentClassification (fr)":60.99,"MassiveScenarioClassification (fr)":66.42,"MTOPDomainClassification (fr)":85.14,"MTOPIntentClassification (fr)":54.39}
-{"index":68,"Rank":30,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":64.64,"AmazonReviewsClassification (fr)":39.0,"MasakhaNEWSClassification (fra)":78.1,"MassiveIntentClassification (fr)":61.88,"MassiveScenarioClassification (fr)":67.9,"MTOPDomainClassification (fr)":81.21,"MTOPIntentClassification (fr)":59.76}
-{"index":57,"Rank":31,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":64.6,"AmazonReviewsClassification (fr)":38.52,"MasakhaNEWSClassification (fra)":77.39,"MassiveIntentClassification (fr)":60.47,"MassiveScenarioClassification (fr)":65.1,"MTOPDomainClassification (fr)":84.14,"MTOPIntentClassification (fr)":62.01}
-{"index":30,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":64.57,"AmazonReviewsClassification (fr)":34.79,"MasakhaNEWSClassification (fra)":79.29,"MassiveIntentClassification (fr)":59.41,"MassiveScenarioClassification (fr)":65.29,"MTOPDomainClassification (fr)":85.52,"MTOPIntentClassification (fr)":63.12}
-{"index":76,"Rank":33,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.41,"AmazonReviewsClassification (fr)":33.51,"MasakhaNEWSClassification (fra)":82.06,"MassiveIntentClassification (fr)":61.19,"MassiveScenarioClassification (fr)":70.22,"MTOPDomainClassification (fr)":85.5,"MTOPIntentClassification (fr)":53.98}
-{"index":47,"Rank":34,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":63.13,"AmazonReviewsClassification (fr)":39.68,"MasakhaNEWSClassification (fra)":77.65,"MassiveIntentClassification (fr)":65.47,"MassiveScenarioClassification (fr)":68.76,"MTOPDomainClassification (fr)":81.2,"MTOPIntentClassification (fr)":46.01}
-{"index":63,"Rank":35,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":62.14,"AmazonReviewsClassification (fr)":35.7,"MasakhaNEWSClassification (fra)":76.87,"MassiveIntentClassification (fr)":57.02,"MassiveScenarioClassification (fr)":65.2,"MTOPDomainClassification (fr)":84.61,"MTOPIntentClassification (fr)":53.41}
-{"index":70,"Rank":36,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":61.64,"AmazonReviewsClassification (fr)":41.48,"MasakhaNEWSClassification (fra)":80.43,"MassiveIntentClassification (fr)":57.01,"MassiveScenarioClassification (fr)":63.6,"MTOPDomainClassification (fr)":79.6,"MTOPIntentClassification (fr)":47.73}
-{"index":14,"Rank":37,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.3,"AmazonReviewsClassification (fr)":38.6,"MasakhaNEWSClassification (fra)":82.58,"MassiveIntentClassification (fr)":56.31,"MassiveScenarioClassification (fr)":59.5,"MTOPDomainClassification (fr)":80.79,"MTOPIntentClassification (fr)":50.01}
-{"index":67,"Rank":38,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":61.02,"AmazonReviewsClassification (fr)":35.3,"MasakhaNEWSClassification (fra)":76.09,"MassiveIntentClassification (fr)":57.52,"MassiveScenarioClassification (fr)":64.52,"MTOPDomainClassification (fr)":78.63,"MTOPIntentClassification (fr)":54.05}
-{"index":7,"Rank":39,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.98,"AmazonReviewsClassification (fr)":35.07,"MasakhaNEWSClassification (fra)":76.0,"MassiveIntentClassification (fr)":56.03,"MassiveScenarioClassification (fr)":59.3,"MTOPDomainClassification (fr)":75.7,"MTOPIntentClassification (fr)":63.76}
-{"index":1,"Rank":40,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.84,"AmazonReviewsClassification (fr)":37.26,"MasakhaNEWSClassification (fra)":80.19,"MassiveIntentClassification (fr)":53.7,"MassiveScenarioClassification (fr)":62.46,"MTOPDomainClassification (fr)":79.79,"MTOPIntentClassification (fr)":45.62}
-{"index":69,"Rank":41,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":58.08,"AmazonReviewsClassification (fr)":37.35,"MasakhaNEWSClassification (fra)":81.21,"MassiveIntentClassification (fr)":51.13,"MassiveScenarioClassification (fr)":59.92,"MTOPDomainClassification (fr)":75.03,"MTOPIntentClassification (fr)":43.85}
-{"index":43,"Rank":42,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":57.72,"AmazonReviewsClassification (fr)":36.71,"MasakhaNEWSClassification (fra)":80.59,"MassiveIntentClassification (fr)":46.39,"MassiveScenarioClassification (fr)":53.86,"MTOPDomainClassification (fr)":74.8,"MTOPIntentClassification (fr)":53.97}
-{"index":35,"Rank":43,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.63,"AmazonReviewsClassification (fr)":36.03,"MasakhaNEWSClassification (fra)":70.36,"MassiveIntentClassification (fr)":51.59,"MassiveScenarioClassification (fr)":61.28,"MTOPDomainClassification (fr)":77.1,"MTOPIntentClassification (fr)":43.44}
-{"index":75,"Rank":44,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AmazonReviewsClassification (fr)":34.25,"MasakhaNEWSClassification (fra)":73.84,"MassiveIntentClassification (fr)":51.93,"MassiveScenarioClassification (fr)":58.31,"MTOPDomainClassification (fr)":71.83,"MTOPIntentClassification (fr)":44.53}
-{"index":48,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.9,"AmazonReviewsClassification (fr)":35.12,"MasakhaNEWSClassification (fra)":80.83,"MassiveIntentClassification (fr)":43.21,"MassiveScenarioClassification (fr)":49.78,"MTOPDomainClassification (fr)":69.24,"MTOPIntentClassification (fr)":51.25}
-{"index":5,"Rank":46,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.31,"AmazonReviewsClassification (fr)":31.12,"MasakhaNEWSClassification (fra)":65.9,"MassiveIntentClassification (fr)":46.13,"MassiveScenarioClassification (fr)":54.32,"MTOPDomainClassification (fr)":72.26,"MTOPIntentClassification (fr)":50.12}
-{"index":58,"Rank":47,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":52.14,"AmazonReviewsClassification (fr)":27.54,"MasakhaNEWSClassification (fra)":72.2,"MassiveIntentClassification (fr)":44.82,"MassiveScenarioClassification (fr)":53.76,"MTOPDomainClassification (fr)":75.59,"MTOPIntentClassification (fr)":38.94}
-{"index":66,"Rank":48,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":50.9,"AmazonReviewsClassification (fr)":27.05,"MasakhaNEWSClassification (fra)":75.62,"MassiveIntentClassification (fr)":42.64,"MassiveScenarioClassification (fr)":49.92,"MTOPDomainClassification (fr)":72.97,"MTOPIntentClassification (fr)":37.18}
-{"index":42,"Rank":49,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":48.37,"AmazonReviewsClassification (fr)":29.02,"MasakhaNEWSClassification (fra)":75.69,"MassiveIntentClassification (fr)":38.01,"MassiveScenarioClassification (fr)":43.63,"MTOPDomainClassification (fr)":64.49,"MTOPIntentClassification (fr)":39.4}
-{"index":41,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":46.1,"AmazonReviewsClassification (fr)":29.39,"MasakhaNEWSClassification (fra)":64.0,"MassiveIntentClassification (fr)":37.3,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.61,"MTOPIntentClassification (fr)":37.84}
-{"index":16,"Rank":51,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.1,"AmazonReviewsClassification (fr)":29.38,"MasakhaNEWSClassification (fra)":63.93,"MassiveIntentClassification (fr)":37.28,"MassiveScenarioClassification (fr)":44.5,"MTOPDomainClassification (fr)":63.65,"MTOPIntentClassification (fr)":37.87}
-{"index":18,"Rank":52,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.09,"AmazonReviewsClassification (fr)":29.39,"MasakhaNEWSClassification (fra)":63.91,"MassiveIntentClassification (fr)":37.3,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.63,"MTOPIntentClassification (fr)":37.86}
-{"index":17,"Rank":53,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.09,"AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":63.89,"MassiveIntentClassification (fr)":37.28,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.7,"MTOPIntentClassification (fr)":37.85}
-{"index":78,"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":31.21,"AmazonReviewsClassification (fr)":26.75,"MasakhaNEWSClassification (fra)":60.5,"MassiveIntentClassification (fr)":13.58,"MassiveScenarioClassification (fr)":23.21,"MTOPDomainClassification (fr)":43.83,"MTOPIntentClassification (fr)":19.38}
-{"index":79,"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":30.71,"AmazonReviewsClassification (fr)":26.62,"MasakhaNEWSClassification (fra)":65.76,"MassiveIntentClassification (fr)":15.82,"MassiveScenarioClassification (fr)":23.92,"MTOPDomainClassification (fr)":36.77,"MTOPIntentClassification (fr)":15.37}
-{"index":49,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.38,"AmazonReviewsClassification (fr)":26.85,"MasakhaNEWSClassification (fra)":67.94,"MassiveIntentClassification (fr)":15.09,"MassiveScenarioClassification (fr)":21.67,"MTOPDomainClassification (fr)":34.99,"MTOPIntentClassification (fr)":15.76}
-{"index":40,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.21,"AmazonReviewsClassification (fr)":22.45,"MasakhaNEWSClassification (fra)":55.64,"MassiveIntentClassification (fr)":16.41,"MassiveScenarioClassification (fr)":22.72,"MTOPDomainClassification (fr)":24.27,"MTOPIntentClassification (fr)":9.79}
-{"index":38,"Rank":58,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":24.91,"AmazonReviewsClassification (fr)":24.9,"MasakhaNEWSClassification (fra)":71.14,"MassiveIntentClassification (fr)":6.98,"MassiveScenarioClassification (fr)":11.41,"MTOPDomainClassification (fr)":25.55,"MTOPIntentClassification (fr)":9.49}
-{"index":39,"Rank":59,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":23.28,"AmazonReviewsClassification (fr)":23.52,"MasakhaNEWSClassification (fra)":62.61,"MassiveIntentClassification (fr)":6.24,"MassiveScenarioClassification (fr)":10.98,"MTOPDomainClassification (fr)":27.74,"MTOPIntentClassification (fr)":8.61}
-{"index":11,"Rank":61,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":37.53,"MassiveScenarioClassification (fr)":45.32,"MTOPDomainClassification (fr)":54.97,"MTOPIntentClassification (fr)":26.69}
-{"index":12,"Rank":62,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":32.64,"MassiveScenarioClassification (fr)":40.66,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
-{"index":13,"Rank":63,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":33.16,"MassiveScenarioClassification (fr)":40.92,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
-{"index":20,"Rank":65,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":31.56,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":46.89,"MassiveScenarioClassification (fr)":56.99,"MTOPDomainClassification (fr)":79.8,"MTOPIntentClassification (fr)":38.96}
-{"index":26,"Rank":67,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":26.39,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.44,"MassiveScenarioClassification (fr)":45.07,"MTOPDomainClassification (fr)":65.35,"MTOPIntentClassification (fr)":46.33}
-{"index":27,"Rank":68,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":27.4,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.67,"MassiveScenarioClassification (fr)":45.92,"MTOPDomainClassification (fr)":63.13,"MTOPIntentClassification (fr)":44.34}
-{"index":28,"Rank":69,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":37.84,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":81.32,"MTOPIntentClassification (fr)":58.67}
-{"index":31,"Rank":70,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":39.47,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":64.27,"MassiveScenarioClassification (fr)":69.76,"MTOPDomainClassification (fr)":86.22,"MTOPIntentClassification (fr)":59.43}
-{"index":32,"Rank":71,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":39.29,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":64.58,"MassiveScenarioClassification (fr)":69.6,"MTOPDomainClassification (fr)":83.8,"MTOPIntentClassification (fr)":63.36}
-{"index":33,"Rank":72,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":35.92,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":66.95,"MassiveScenarioClassification (fr)":72.91,"MTOPDomainClassification (fr)":90.98,"MTOPIntentClassification (fr)":69.12}
-{"index":37,"Rank":73,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":34.91,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.55,"MassiveScenarioClassification (fr)":63.02,"MTOPDomainClassification (fr)":86.19,"MTOPIntentClassification (fr)":66.75}
-{"index":46,"Rank":74,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":48.51,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":73.32,"MassiveScenarioClassification (fr)":77.07,"MTOPDomainClassification (fr)":89.97,"MTOPIntentClassification (fr)":76.72}
-{"index":59,"Rank":75,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":74.05,"MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
-{"index":61,"Rank":77,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (fr)":23.31,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.41,"MassiveScenarioClassification (fr)":40.26,"MTOPDomainClassification (fr)":54.61,"MTOPIntentClassification (fr)":34.71}
-{"index":64,"Rank":79,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
-{"index":65,"Rank":80,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
-{"index":73,"Rank":81,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":30.84,"MassiveScenarioClassification (fr)":42.42,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
-{"index":74,"Rank":82,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":33.45,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.8,"MassiveScenarioClassification (fr)":63.39,"MTOPDomainClassification (fr)":76.17,"MTOPIntentClassification (fr)":53.26}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null}
+{"Rank":2,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null}
+{"Rank":3,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null}
+{"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null}
+{"Rank":5,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null}
+{"Rank":6,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":null}
+{"Rank":7,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null}
+{"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":9,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":12,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":13,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null}
+{"Rank":14,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":15,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null}
+{"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null}
+{"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null}
+{"Rank":19,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":20,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":21,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null}
+{"Rank":23,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null}
+{"Rank":24,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null}
+{"Rank":25,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null}
+{"Rank":26,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null}
+{"Rank":27,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null}
+{"Rank":28,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null}
+{"Rank":29,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":30,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":31,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null}
+{"Rank":32,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null}
+{"Rank":33,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null}
+{"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null}
+{"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":36,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
diff --git a/all_data_tasks/17/default.jsonl b/all_data_tasks/17/default.jsonl
index 85b680c352c7c535eb6463fa57fcf3170f427e4e..d382b80b753e3b81b03f3e76bca723834e97af47 100644
--- a/all_data_tasks/17/default.jsonl
+++ b/all_data_tasks/17/default.jsonl
@@ -1,60 +1,57 @@
-{"index":10,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
-{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.56,"AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":64.52,"HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":43.7,"MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":63.62}
-{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
-{"index":22,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
-{"index":81,"Rank":5,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
-{"index":21,"Rank":6,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.45,"AlloProfClusteringP2P":64.71,"AlloProfClusteringS2S":45.57,"HALClusteringS2S":25.37,"MLSUMClusteringP2P (fr)":44.23,"MLSUMClusteringS2S (fr)":44.58,"MasakhaNEWSClusteringP2P (fra)":61.58,"MasakhaNEWSClusteringS2S (fra)":46.1}
-{"index":4,"Rank":7,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
-{"index":24,"Rank":8,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.25,"AlloProfClusteringP2P":62.17,"AlloProfClusteringS2S":45.12,"HALClusteringS2S":23.56,"MLSUMClusteringP2P (fr)":43.3,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":52.88,"MasakhaNEWSClusteringS2S (fra)":53.93}
-{"index":2,"Rank":9,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.46,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44,"MLSUMClusteringP2P (fr)":45.23,"MLSUMClusteringS2S (fr)":41.48,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":35.18}
-{"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
-{"index":3,"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
-{"index":72,"Rank":12,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
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-{"index":1,"Rank":16,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
-{"index":54,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
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-{"index":71,"Rank":19,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
-{"index":51,"Rank":20,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
-{"index":7,"Rank":21,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
-{"index":43,"Rank":22,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
-{"index":15,"Rank":23,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
-{"index":70,"Rank":24,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
-{"index":42,"Rank":25,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
-{"index":53,"Rank":26,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.4,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":37.62,"HALClusteringS2S":25.76,"MLSUMClusteringP2P (fr)":41.82,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":42.63,"MasakhaNEWSClusteringS2S (fra)":36.4}
-{"index":69,"Rank":27,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
-{"index":80,"Rank":28,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
-{"index":52,"Rank":29,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
-{"index":29,"Rank":30,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
-{"index":68,"Rank":31,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
-{"index":47,"Rank":32,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.93,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.2,"MLSUMClusteringS2S (fr)":37.61,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
-{"index":14,"Rank":33,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
-{"index":45,"Rank":34,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
-{"index":63,"Rank":35,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
-{"index":23,"Rank":36,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.61,"AlloProfClusteringP2P":55.52,"AlloProfClusteringS2S":35.8,"HALClusteringS2S":23.14,"MLSUMClusteringP2P (fr)":40.31,"MLSUMClusteringS2S (fr)":40.05,"MasakhaNEWSClusteringP2P (fra)":45.03,"MasakhaNEWSClusteringS2S (fra)":30.39}
-{"index":67,"Rank":37,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
-{"index":57,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
-{"index":50,"Rank":39,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
-{"index":77,"Rank":40,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
-{"index":35,"Rank":41,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
-{"index":48,"Rank":42,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
-{"index":59,"Rank":43,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
-{"index":17,"Rank":44,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":18,"Rank":45,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":16,"Rank":46,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":41,"Rank":47,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":58,"Rank":48,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
-{"index":75,"Rank":49,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
-{"index":66,"Rank":50,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
-{"index":5,"Rank":51,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
-{"index":49,"Rank":52,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
-{"index":79,"Rank":53,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
-{"index":78,"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
-{"index":38,"Rank":55,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
-{"index":40,"Rank":56,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
-{"index":39,"Rank":57,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
-{"index":34,"Rank":71,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":55,"Rank":74,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":"","HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":56,"Rank":75,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
+{"Rank":1,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.18,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18}
+{"Rank":2,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.69,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67}
+{"Rank":3,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.58,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44}
+{"Rank":4,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.79,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17}
+{"Rank":5,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.38,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36}
+{"Rank":6,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":42.88,"AlloProfClusteringP2P":62.69,"AlloProfClusteringS2S":42.06,"HALClusteringS2S":23.9}
+{"Rank":7,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":41.96,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4}
+{"Rank":8,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.48,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84}
+{"Rank":9,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":41.08,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97}
+{"Rank":10,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":40.48,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21}
+{"Rank":11,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":40.47,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28}
+{"Rank":12,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.11,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73}
+{"Rank":13,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":40.01,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4}
+{"Rank":14,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.87,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9}
+{"Rank":15,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":39.41,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22}
+{"Rank":16,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.23,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44}
+{"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.18,"AlloProfClusteringP2P":62.09,"AlloProfClusteringS2S":32.98,"HALClusteringS2S":22.48}
+{"Rank":18,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":38.95,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26}
+{"Rank":19,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":38.87,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9}
+{"Rank":20,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":38.79,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78}
+{"Rank":21,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":38.69,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94}
+{"Rank":22,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":38.46,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81}
+{"Rank":23,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.9,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95}
+{"Rank":24,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.45,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95}
+{"Rank":25,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.36,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72}
+{"Rank":26,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.03,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94}
+{"Rank":27,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.88,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31}
+{"Rank":28,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":36.51,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2}
+{"Rank":29,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":36.29,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69}
+{"Rank":30,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":35.67,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62}
+{"Rank":31,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.38,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86}
+{"Rank":32,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.25,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84}
+{"Rank":33,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":32.67,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19}
+{"Rank":34,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":32.48,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58}
+{"Rank":35,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.26,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49}
+{"Rank":36,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":28.59,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52}
+{"Rank":37,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":27.89,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94}
+{"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.79,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68}
+{"Rank":39,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":27.1,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68}
+{"Rank":40,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":23.72,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85}
+{"Rank":41,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":22.62,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26}
+{"Rank":42,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":19.31,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8}
+{"Rank":43,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":44,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":45,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":46,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":47,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":48,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":49,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":50,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":51,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":52,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":53,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":54,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":55,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":56,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null}
diff --git a/all_data_tasks/18/default.jsonl b/all_data_tasks/18/default.jsonl
index fd34c2b730d79240b61bfbbc7898cd0e69ec062a..c2c67a443c29a551d3ed5f619dbb294c2a64b2a3 100644
--- a/all_data_tasks/18/default.jsonl
+++ b/all_data_tasks/18/default.jsonl
@@ -1,61 +1,57 @@
-{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":34,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":56,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":55,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"index":8,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"index":10,"Rank":6,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
-{"index":5,"Rank":7,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":81.65,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":69.53}
-{"index":7,"Rank":8,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
-{"index":52,"Rank":9,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
-{"index":54,"Rank":10,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.15,"OpusparcusPC (fr)":93.37,"PawsXPairClassification (fr)":66.92}
-{"index":22,"Rank":11,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
-{"index":53,"Rank":12,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.57,"OpusparcusPC (fr)":93.72,"PawsXPairClassification (fr)":65.42}
-{"index":72,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.96,"OpusparcusPC (fr)":93.94,"PawsXPairClassification (fr)":63.98}
-{"index":75,"Rank":14,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.81,"OpusparcusPC (fr)":92.04,"PawsXPairClassification (fr)":65.57}
-{"index":4,"Rank":15,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.66,"OpusparcusPC (fr)":93.68,"PawsXPairClassification (fr)":63.64}
-{"index":23,"Rank":16,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.3,"OpusparcusPC (fr)":93.15,"PawsXPairClassification (fr)":63.44}
-{"index":15,"Rank":17,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.67,"OpusparcusPC (fr)":94.08,"PawsXPairClassification (fr)":61.26}
-{"index":71,"Rank":18,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.5,"OpusparcusPC (fr)":92.48,"PawsXPairClassification (fr)":62.52}
-{"index":0,"Rank":19,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.32,"OpusparcusPC (fr)":92.61,"PawsXPairClassification (fr)":62.02}
-{"index":3,"Rank":20,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
-{"index":30,"Rank":21,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.28,"OpusparcusPC (fr)":91.42,"PawsXPairClassification (fr)":63.13}
-{"index":81,"Rank":22,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.14,"OpusparcusPC (fr)":94.12,"PawsXPairClassification (fr)":60.16}
-{"index":36,"Rank":23,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":77.11,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.59}
-{"index":29,"Rank":24,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
-{"index":50,"Rank":25,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
-{"index":21,"Rank":26,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
-{"index":80,"Rank":27,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
-{"index":2,"Rank":28,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.85,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.83}
-{"index":45,"Rank":29,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
-{"index":43,"Rank":30,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
-{"index":68,"Rank":31,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
-{"index":24,"Rank":32,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
-{"index":70,"Rank":33,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
-{"index":44,"Rank":34,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
-{"index":35,"Rank":35,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
-{"index":67,"Rank":36,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
-{"index":1,"Rank":37,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
-{"index":57,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
-{"index":14,"Rank":39,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
-{"index":47,"Rank":40,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
-{"index":48,"Rank":41,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
-{"index":77,"Rank":42,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
-{"index":66,"Rank":43,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
-{"index":69,"Rank":44,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
-{"index":76,"Rank":45,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
-{"index":63,"Rank":46,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
-{"index":59,"Rank":47,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
-{"index":49,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
-{"index":42,"Rank":49,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
-{"index":16,"Rank":50,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
-{"index":18,"Rank":51,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
-{"index":17,"Rank":52,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
-{"index":41,"Rank":53,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.08,"OpusparcusPC (fr)":86.77,"PawsXPairClassification (fr)":53.39}
-{"index":79,"Rank":54,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.56,"OpusparcusPC (fr)":83.73,"PawsXPairClassification (fr)":53.38}
-{"index":78,"Rank":55,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
-{"index":39,"Rank":56,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
-{"index":38,"Rank":57,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
-{"index":40,"Rank":58,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
-{"index":37,"Rank":72,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
-{"index":51,"Rank":74,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
-{"index":82,"Rank":83,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":""}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null}
+{"Rank":2,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null}
+{"Rank":3,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null}
+{"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null}
+{"Rank":5,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null}
+{"Rank":6,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":null}
+{"Rank":7,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null}
+{"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":9,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":12,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":13,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null}
+{"Rank":14,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":15,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null}
+{"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null}
+{"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null}
+{"Rank":19,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":20,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":21,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null}
+{"Rank":23,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null}
+{"Rank":24,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null}
+{"Rank":25,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null}
+{"Rank":26,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null}
+{"Rank":27,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null}
+{"Rank":28,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null}
+{"Rank":29,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":30,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null}
+{"Rank":31,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null}
+{"Rank":32,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null}
+{"Rank":33,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null}
+{"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null}
+{"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":36,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null}
diff --git a/all_data_tasks/19/default.jsonl b/all_data_tasks/19/default.jsonl
index d1b83545bc1e4a9c15b57006770ee1e4ef4bd884..80ffbd841925016e1c5659a97c6e96210c32ad7a 100644
--- a/all_data_tasks/19/default.jsonl
+++ b/all_data_tasks/19/default.jsonl
@@ -1,58 +1,57 @@
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-{"index":55,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
-{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
-{"index":4,"Rank":4,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.59,"AlloprofReranking":74.78,"SyntecReranking":90.4}
-{"index":3,"Rank":5,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.06,"AlloprofReranking":72.92,"SyntecReranking":91.2}
-{"index":0,"Rank":6,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.46,"AlloprofReranking":72.36,"SyntecReranking":88.57}
-{"index":23,"Rank":7,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.35,"AlloprofReranking":73.1,"SyntecReranking":87.6}
-{"index":22,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.79,"AlloprofReranking":73.63,"SyntecReranking":85.95}
-{"index":2,"Rank":9,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.78,"AlloprofReranking":70.79,"SyntecReranking":86.77}
-{"index":56,"Rank":10,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
-{"index":34,"Rank":11,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
-{"index":9,"Rank":12,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
-{"index":21,"Rank":13,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.14,"AlloprofReranking":70.46,"SyntecReranking":83.83}
-{"index":72,"Rank":14,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":76.76,"AlloprofReranking":68.36,"SyntecReranking":85.15}
-{"index":29,"Rank":15,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
-{"index":54,"Rank":16,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.43,"AlloprofReranking":68.79,"SyntecReranking":84.07}
-{"index":24,"Rank":17,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.0,"AlloprofReranking":69.5,"SyntecReranking":82.5}
-{"index":80,"Rank":18,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.75,"AlloprofReranking":68.73,"SyntecReranking":82.77}
-{"index":53,"Rank":19,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.48,"AlloprofReranking":68.31,"SyntecReranking":82.65}
-{"index":50,"Rank":20,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.3,"AlloprofReranking":65.17,"SyntecReranking":85.43}
-{"index":52,"Rank":21,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.2,"AlloprofReranking":67.24,"SyntecReranking":83.17}
-{"index":71,"Rank":22,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":73.18,"AlloprofReranking":63.3,"SyntecReranking":83.07}
-{"index":1,"Rank":23,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.1,"AlloprofReranking":63.54,"SyntecReranking":82.65}
-{"index":36,"Rank":24,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":72.89,"AlloprofReranking":57.62,"SyntecReranking":88.15}
-{"index":45,"Rank":25,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":72.14,"AlloprofReranking":57.37,"SyntecReranking":86.9}
-{"index":44,"Rank":26,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":71.76,"AlloprofReranking":58.1,"SyntecReranking":85.43}
-{"index":47,"Rank":27,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":71.44,"AlloprofReranking":56.17,"SyntecReranking":86.7}
-{"index":14,"Rank":28,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.82,"AlloprofReranking":51.6,"SyntecReranking":88.03}
-{"index":70,"Rank":29,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":68.88,"AlloprofReranking":57.99,"SyntecReranking":79.77}
-{"index":68,"Rank":30,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.78,"AlloprofReranking":54.34,"SyntecReranking":83.23}
-{"index":15,"Rank":31,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.36,"AlloprofReranking":51.01,"SyntecReranking":85.72}
-{"index":30,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.95,"AlloprofReranking":53.0,"SyntecReranking":82.9}
-{"index":77,"Rank":33,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.26,"AlloprofReranking":55.39,"SyntecReranking":77.13}
-{"index":76,"Rank":34,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.04,"AlloprofReranking":56.23,"SyntecReranking":73.85}
-{"index":35,"Rank":35,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.22,"AlloprofReranking":48.68,"SyntecReranking":79.75}
-{"index":69,"Rank":36,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.08,"AlloprofReranking":50.12,"SyntecReranking":78.05}
-{"index":63,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":63.28,"AlloprofReranking":51.77,"SyntecReranking":74.78}
-{"index":43,"Rank":38,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":62.2,"AlloprofReranking":47.36,"SyntecReranking":77.05}
-{"index":67,"Rank":39,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.02,"AlloprofReranking":49.01,"SyntecReranking":75.03}
-{"index":57,"Rank":40,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":61.4,"AlloprofReranking":49.51,"SyntecReranking":73.28}
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+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofReranking":null,"AlloprofReranking (fra-Latn)":null,"SyntecReranking":null,"SyntecReranking (fra-Latn)":null}
diff --git a/all_data_tasks/2/default.jsonl b/all_data_tasks/2/default.jsonl
index 6a6ffb62609324c2bd9a40df1f6ecf851e007295..69246aa27835d4fc3a608c7f2c5bf7d956820db8 100644
--- a/all_data_tasks/2/default.jsonl
+++ b/all_data_tasks/2/default.jsonl
@@ -1,206 +1,57 @@
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-{"index":219,"Rank":5,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.27,"SprintDuplicateQuestions":96.52,"TwitterSemEval2015":81.35,"TwitterURLCorpus":86.94}
-{"index":21,"Rank":6,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.14,"SprintDuplicateQuestions":97.23,"TwitterSemEval2015":79.34,"TwitterURLCorpus":87.84}
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-{"index":62,"Rank":11,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":87.79,"SprintDuplicateQuestions":95.09,"TwitterSemEval2015":81.73,"TwitterURLCorpus":86.56}
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-{"index":180,"Rank":44,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":151,"Rank":45,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.45,"SprintDuplicateQuestions":95.69,"TwitterSemEval2015":77.67,"TwitterURLCorpus":86.0}
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-{"index":115,"Rank":47,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.32,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.11}
-{"index":198,"Rank":48,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.24,"SprintDuplicateQuestions":96.38,"TwitterSemEval2015":76.41,"TwitterURLCorpus":85.93}
-{"index":66,"Rank":49,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":86.21,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":76.14,"TwitterURLCorpus":86.23}
-{"index":161,"Rank":50,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
-{"index":36,"Rank":51,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.15,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":75.16,"TwitterURLCorpus":86.49}
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-{"index":34,"Rank":61,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.84,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":74.8,"TwitterURLCorpus":86.46}
-{"index":126,"Rank":62,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
-{"index":205,"Rank":63,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
-{"index":17,"Rank":64,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
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-{"index":267,"Rank":68,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.41,"SprintDuplicateQuestions":95.02,"TwitterSemEval2015":75.24,"TwitterURLCorpus":85.96}
-{"index":169,"Rank":69,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.4,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":73.81,"TwitterURLCorpus":86.78}
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-{"index":135,"Rank":71,"Model":"jina-embeddings-v2-base-en-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":18,"Rank":72,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
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-{"index":28,"Rank":77,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":29,"Rank":78,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":26,"Rank":79,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":27,"Rank":80,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":152,"Rank":81,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.09,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":74.4,"TwitterURLCorpus":85.98}
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-{"index":201,"Rank":83,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.06,"SprintDuplicateQuestions":95.0,"TwitterSemEval2015":74.5,"TwitterURLCorpus":85.69}
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-{"index":202,"Rank":85,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":73.26,"TwitterURLCorpus":85.64}
-{"index":33,"Rank":86,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.59,"TwitterSemEval2015":72.23,"TwitterURLCorpus":86.32}
-{"index":284,"Rank":87,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.04,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":73.33,"TwitterURLCorpus":87.21}
-{"index":253,"Rank":88,"Model":"gte-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.0,"SprintDuplicateQuestions":95.75,"TwitterSemEval2015":73.73,"TwitterURLCorpus":85.53}
-{"index":119,"Rank":89,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.99,"SprintDuplicateQuestions":96.14,"TwitterSemEval2015":73.48,"TwitterURLCorpus":85.36}
-{"index":125,"Rank":90,"Model":"NoInstruct-small-Embedding-v0-Q4_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.99,"SprintDuplicateQuestions":96.14,"TwitterSemEval2015":73.48,"TwitterURLCorpus":85.36}
-{"index":244,"Rank":91,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":84.97,"SprintDuplicateQuestions":89.01,"TwitterSemEval2015":79.75,"TwitterURLCorpus":86.14}
-{"index":43,"Rank":92,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.97,"SprintDuplicateQuestions":91.24,"TwitterSemEval2015":77.21,"TwitterURLCorpus":86.45}
-{"index":24,"Rank":93,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":84.92,"SprintDuplicateQuestions":96.67,"TwitterSemEval2015":73.24,"TwitterURLCorpus":84.84}
-{"index":281,"Rank":94,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.89,"SprintDuplicateQuestions":92.17,"TwitterSemEval2015":75.28,"TwitterURLCorpus":87.22}
-{"index":172,"Rank":95,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.8,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":72.32,"TwitterURLCorpus":85.98}
-{"index":160,"Rank":96,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":199,"Rank":97,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.5,"TwitterSemEval2015":72.92,"TwitterURLCorpus":85.66}
-{"index":268,"Rank":98,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.63,"TwitterSemEval2015":72.87,"TwitterURLCorpus":85.58}
-{"index":118,"Rank":99,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.68,"SprintDuplicateQuestions":95.79,"TwitterSemEval2015":72.95,"TwitterURLCorpus":85.3}
-{"index":158,"Rank":100,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.67,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":73.34,"TwitterURLCorpus":85.79}
-{"index":213,"Rank":101,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":211,"Rank":102,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":92.91,"TwitterSemEval2015":74.3,"TwitterURLCorpus":86.57}
-{"index":207,"Rank":103,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.59,"SprintDuplicateQuestions":94.83,"TwitterSemEval2015":72.55,"TwitterURLCorpus":86.38}
-{"index":252,"Rank":104,"Model":"gte-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.57,"SprintDuplicateQuestions":95.71,"TwitterSemEval2015":72.47,"TwitterURLCorpus":85.52}
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-{"index":19,"Rank":106,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.53,"SprintDuplicateQuestions":94.16,"TwitterSemEval2015":75.25,"TwitterURLCorpus":84.18}
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-{"index":106,"Rank":131,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.81,"SprintDuplicateQuestions":95.78,"TwitterSemEval2015":67.76,"TwitterURLCorpus":84.89}
-{"index":68,"Rank":132,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.69,"SprintDuplicateQuestions":95.35,"TwitterSemEval2015":67.97,"TwitterURLCorpus":84.75}
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-{"index":229,"Rank":137,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
-{"index":192,"Rank":138,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
-{"index":212,"Rank":139,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":82.26,"SprintDuplicateQuestions":90.06,"TwitterSemEval2015":71.68,"TwitterURLCorpus":85.03}
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-{"index":128,"Rank":141,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.11,"SprintDuplicateQuestions":93.23,"TwitterSemEval2015":69.6,"TwitterURLCorpus":83.49}
-{"index":103,"Rank":142,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
-{"index":101,"Rank":143,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
-{"index":83,"Rank":144,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.0,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":66.87,"TwitterURLCorpus":85.29}
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-{"index":104,"Rank":150,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.33,"SprintDuplicateQuestions":94.96,"TwitterSemEval2015":64.32,"TwitterURLCorpus":84.7}
-{"index":285,"Rank":151,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.32,"SprintDuplicateQuestions":94.53,"TwitterSemEval2015":64.41,"TwitterURLCorpus":85.01}
-{"index":100,"Rank":152,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.07,"SprintDuplicateQuestions":95.21,"TwitterSemEval2015":63.28,"TwitterURLCorpus":84.72}
-{"index":168,"Rank":153,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.05,"SprintDuplicateQuestions":92.09,"TwitterSemEval2015":65.96,"TwitterURLCorpus":85.11}
-{"index":132,"Rank":154,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.03,"SprintDuplicateQuestions":90.68,"TwitterSemEval2015":67.77,"TwitterURLCorpus":84.65}
-{"index":65,"Rank":155,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.94,"SprintDuplicateQuestions":91.3,"TwitterSemEval2015":68.76,"TwitterURLCorpus":82.76}
-{"index":134,"Rank":156,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":80.86,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":64.72,"TwitterURLCorpus":84.01}
-{"index":242,"Rank":157,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.81,"SprintDuplicateQuestions":90.55,"TwitterSemEval2015":66.75,"TwitterURLCorpus":85.14}
-{"index":121,"Rank":158,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
-{"index":99,"Rank":159,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
-{"index":73,"Rank":160,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.73,"SprintDuplicateQuestions":94.26,"TwitterSemEval2015":63.85,"TwitterURLCorpus":84.07}
-{"index":82,"Rank":161,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.65,"SprintDuplicateQuestions":93.47,"TwitterSemEval2015":63.68,"TwitterURLCorpus":84.8}
-{"index":72,"Rank":162,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.62,"SprintDuplicateQuestions":89.85,"TwitterSemEval2015":67.48,"TwitterURLCorpus":84.53}
-{"index":71,"Rank":163,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.57,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":69.26,"TwitterURLCorpus":83.19}
-{"index":77,"Rank":164,"Model":"test24<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.4,"SprintDuplicateQuestions":94.4,"TwitterSemEval2015":63.86,"TwitterURLCorpus":82.95}
-{"index":44,"Rank":165,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.4,"SprintDuplicateQuestions":90.41,"TwitterSemEval2015":67.67,"TwitterURLCorpus":83.11}
-{"index":98,"Rank":166,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.84,"SprintDuplicateQuestions":92.98,"TwitterSemEval2015":62.44,"TwitterURLCorpus":84.1}
-{"index":78,"Rank":167,"Model":"test25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.7,"SprintDuplicateQuestions":92.14,"TwitterSemEval2015":63.44,"TwitterURLCorpus":83.53}
-{"index":260,"Rank":168,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.62,"SprintDuplicateQuestions":90.89,"TwitterSemEval2015":63.76,"TwitterURLCorpus":84.2}
-{"index":79,"Rank":169,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.58,"SprintDuplicateQuestions":92.58,"TwitterSemEval2015":62.37,"TwitterURLCorpus":83.79}
-{"index":258,"Rank":170,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.53,"SprintDuplicateQuestions":84.37,"TwitterSemEval2015":70.13,"TwitterURLCorpus":84.09}
-{"index":185,"Rank":171,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.23,"SprintDuplicateQuestions":86.13,"TwitterSemEval2015":68.03,"TwitterURLCorpus":83.52}
-{"index":173,"Rank":172,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.22,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":59.3,"TwitterURLCorpus":83.44}
-{"index":227,"Rank":173,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":78.87,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":62.78,"TwitterURLCorpus":84.58}
-{"index":70,"Rank":174,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.57,"SprintDuplicateQuestions":85.22,"TwitterSemEval2015":67.56,"TwitterURLCorpus":82.94}
-{"index":241,"Rank":175,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.45,"SprintDuplicateQuestions":89.46,"TwitterSemEval2015":62.06,"TwitterURLCorpus":83.83}
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-{"index":61,"Rank":177,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":77.88,"SprintDuplicateQuestions":87.57,"TwitterSemEval2015":65.14,"TwitterURLCorpus":80.94}
-{"index":184,"Rank":178,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.83,"SprintDuplicateQuestions":88.21,"TwitterSemEval2015":64.8,"TwitterURLCorpus":80.49}
-{"index":279,"Rank":179,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.79,"SprintDuplicateQuestions":79.85,"TwitterSemEval2015":69.45,"TwitterURLCorpus":84.06}
-{"index":251,"Rank":180,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.75,"SprintDuplicateQuestions":82.81,"TwitterSemEval2015":66.16,"TwitterURLCorpus":84.28}
-{"index":234,"Rank":181,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":77.61,"SprintDuplicateQuestions":87.15,"TwitterSemEval2015":61.67,"TwitterURLCorpus":84.02}
-{"index":278,"Rank":182,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.46,"SprintDuplicateQuestions":76.46,"TwitterSemEval2015":70.85,"TwitterURLCorpus":85.08}
-{"index":84,"Rank":183,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.03,"SprintDuplicateQuestions":80.54,"TwitterSemEval2015":66.0,"TwitterURLCorpus":84.54}
-{"index":30,"Rank":184,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.96,"SprintDuplicateQuestions":90.71,"TwitterSemEval2015":58.07,"TwitterURLCorpus":82.09}
-{"index":183,"Rank":185,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.9,"SprintDuplicateQuestions":87.07,"TwitterSemEval2015":62.51,"TwitterURLCorpus":81.11}
-{"index":277,"Rank":186,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.86,"SprintDuplicateQuestions":77.85,"TwitterSemEval2015":69.04,"TwitterURLCorpus":83.69}
-{"index":248,"Rank":187,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.49,"SprintDuplicateQuestions":83.53,"TwitterSemEval2015":62.49,"TwitterURLCorpus":83.46}
-{"index":257,"Rank":188,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.23,"SprintDuplicateQuestions":86.37,"TwitterSemEval2015":60.64,"TwitterURLCorpus":81.68}
-{"index":280,"Rank":189,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.9,"SprintDuplicateQuestions":69.52,"TwitterSemEval2015":74.42,"TwitterURLCorpus":83.75}
-{"index":259,"Rank":190,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.43,"SprintDuplicateQuestions":87.05,"TwitterSemEval2015":57.03,"TwitterURLCorpus":82.21}
-{"index":80,"Rank":191,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.23,"SprintDuplicateQuestions":89.89,"TwitterSemEval2015":54.75,"TwitterURLCorpus":81.06}
-{"index":59,"Rank":192,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.53,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":63.58,"TwitterURLCorpus":82.64}
-{"index":217,"Rank":193,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.68,"SprintDuplicateQuestions":69.39,"TwitterSemEval2015":67.75,"TwitterURLCorpus":83.89}
-{"index":233,"Rank":194,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":72.94,"SprintDuplicateQuestions":85.55,"TwitterSemEval2015":53.85,"TwitterURLCorpus":79.41}
-{"index":67,"Rank":195,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":61.54,"TwitterURLCorpus":77.73}
-{"index":256,"Rank":196,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
-{"index":81,"Rank":197,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.78,"SprintDuplicateQuestions":77.73,"TwitterSemEval2015":57.09,"TwitterURLCorpus":80.51}
-{"index":141,"Rank":198,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
-{"index":232,"Rank":199,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":70.92,"SprintDuplicateQuestions":86.96,"TwitterSemEval2015":48.45,"TwitterURLCorpus":77.35}
-{"index":218,"Rank":200,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":70.33,"SprintDuplicateQuestions":69.41,"TwitterSemEval2015":60.21,"TwitterURLCorpus":81.37}
-{"index":11,"Rank":201,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":68.86,"SprintDuplicateQuestions":65.54,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
-{"index":231,"Rank":202,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
-{"index":122,"Rank":203,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.33,"SprintDuplicateQuestions":36.81,"TwitterSemEval2015":55.9,"TwitterURLCorpus":76.29}
-{"index":255,"Rank":204,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.61,"SprintDuplicateQuestions":17.4,"TwitterSemEval2015":30.38,"TwitterURLCorpus":44.04}
-{"index":263,"Rank":205,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":0.79,"SprintDuplicateQuestions":0.85,"TwitterSemEval2015":0.67,"TwitterURLCorpus":0.84}
-{"index":97,"Rank":245,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"Rank":1,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":81.65,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":69.53}
+{"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.96,"OpusparcusPC (fr)":93.94,"PawsXPairClassification (fr)":63.98}
+{"Rank":3,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.81,"OpusparcusPC (fr)":92.04,"PawsXPairClassification (fr)":65.57}
+{"Rank":4,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.66,"OpusparcusPC (fr)":93.68,"PawsXPairClassification (fr)":63.64}
+{"Rank":5,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.67,"OpusparcusPC (fr)":94.08,"PawsXPairClassification (fr)":61.26}
+{"Rank":6,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.5,"OpusparcusPC (fr)":92.48,"PawsXPairClassification (fr)":62.52}
+{"Rank":7,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.32,"OpusparcusPC (fr)":92.61,"PawsXPairClassification (fr)":62.02}
+{"Rank":8,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
+{"Rank":9,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.28,"OpusparcusPC (fr)":91.42,"PawsXPairClassification (fr)":63.13}
+{"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.14,"OpusparcusPC (fr)":94.12,"PawsXPairClassification (fr)":60.16}
+{"Rank":11,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":77.11,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.59}
+{"Rank":12,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.85,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.83}
+{"Rank":13,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
+{"Rank":14,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
+{"Rank":15,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
+{"Rank":16,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
+{"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
+{"Rank":18,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
+{"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
+{"Rank":20,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
+{"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
+{"Rank":22,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
+{"Rank":23,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
+{"Rank":24,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
+{"Rank":25,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
+{"Rank":26,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
+{"Rank":27,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
+{"Rank":28,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
+{"Rank":29,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
+{"Rank":30,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
+{"Rank":31,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
+{"Rank":32,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
+{"Rank":33,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
+{"Rank":34,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
+{"Rank":35,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
+{"Rank":36,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.08,"OpusparcusPC (fr)":86.77,"PawsXPairClassification (fr)":53.39}
+{"Rank":37,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.56,"OpusparcusPC (fr)":83.73,"PawsXPairClassification (fr)":53.38}
+{"Rank":38,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
+{"Rank":39,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
+{"Rank":40,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
+{"Rank":41,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
+{"Rank":42,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":43,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":44,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":45,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":46,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":47,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":48,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":49,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":50,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":51,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":52,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":53,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":54,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":55,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":56,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":null}
diff --git a/all_data_tasks/20/default.jsonl b/all_data_tasks/20/default.jsonl
index 822f0781ab1cc0acfb2aefbc7624d01201fa8f97..7835f3bf79deb1ea8a2ffbe946057cd3dd174231 100644
--- a/all_data_tasks/20/default.jsonl
+++ b/all_data_tasks/20/default.jsonl
@@ -1,60 +1,57 @@
-{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.65,"AlloprofRetrieval":58.88,"BSARDRetrieval":18.8,"MintakaRetrieval (fr)":54.03,"SyntecRetrieval":78.25,"XPQARetrieval (fr)":68.3}
-{"index":34,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.65,"AlloprofRetrieval":58.88,"BSARDRetrieval":18.8,"MintakaRetrieval (fr)":54.03,"SyntecRetrieval":78.25,"XPQARetrieval (fr)":68.3}
-{"index":56,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.65,"AlloprofRetrieval":58.88,"BSARDRetrieval":18.8,"MintakaRetrieval (fr)":54.03,"SyntecRetrieval":78.25,"XPQARetrieval (fr)":68.3}
-{"index":4,"Rank":4,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.56,"AlloprofRetrieval":58.27,"BSARDRetrieval":5.14,"MintakaRetrieval (fr)":49.19,"SyntecRetrieval":87.28,"XPQARetrieval (fr)":72.92}
-{"index":3,"Rank":5,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.98,"AlloprofRetrieval":57.28,"BSARDRetrieval":11.83,"MintakaRetrieval (fr)":34.92,"SyntecRetrieval":87.33,"XPQARetrieval (fr)":73.56}
-{"index":8,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.56,"AlloprofRetrieval":57.89,"BSARDRetrieval":6.3,"MintakaRetrieval (fr)":42.56,"SyntecRetrieval":90.47,"XPQARetrieval (fr)":65.58}
-{"index":55,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.56,"AlloprofRetrieval":57.89,"BSARDRetrieval":6.3,"MintakaRetrieval (fr)":42.56,"SyntecRetrieval":90.47,"XPQARetrieval (fr)":65.58}
-{"index":22,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
-{"index":81,"Rank":9,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
-{"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
-{"index":29,"Rank":11,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
-{"index":23,"Rank":12,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
-{"index":2,"Rank":13,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.33,"AlloprofRetrieval":52.61,"BSARDRetrieval":0.29,"MintakaRetrieval (fr)":19.05,"SyntecRetrieval":82.77,"XPQARetrieval (fr)":71.95}
-{"index":21,"Rank":14,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.99,"AlloprofRetrieval":41.26,"BSARDRetrieval":12.22,"MintakaRetrieval (fr)":27.6,"SyntecRetrieval":79.68,"XPQARetrieval (fr)":64.21}
-{"index":53,"Rank":15,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.9,"AlloprofRetrieval":49.84,"BSARDRetrieval":0.22,"MintakaRetrieval (fr)":31.25,"SyntecRetrieval":76.63,"XPQARetrieval (fr)":66.55}
-{"index":54,"Rank":16,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.41,"AlloprofRetrieval":49.05,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":31.06,"SyntecRetrieval":76.96,"XPQARetrieval (fr)":64.8}
-{"index":52,"Rank":17,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.85,"AlloprofRetrieval":47.69,"BSARDRetrieval":1.75,"MintakaRetrieval (fr)":27.88,"SyntecRetrieval":77.67,"XPQARetrieval (fr)":64.27}
-{"index":72,"Rank":18,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
-{"index":50,"Rank":19,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.58,"AlloprofRetrieval":45.1,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.17,"SyntecRetrieval":79.14,"XPQARetrieval (fr)":68.49}
-{"index":80,"Rank":20,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
-{"index":24,"Rank":21,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.92,"AlloprofRetrieval":39.89,"BSARDRetrieval":8.41,"MintakaRetrieval (fr)":25.52,"SyntecRetrieval":77.57,"XPQARetrieval (fr)":63.2}
-{"index":45,"Rank":22,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":42.17,"AlloprofRetrieval":38.15,"BSARDRetrieval":0.27,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"XPQARetrieval (fr)":66.15}
-{"index":44,"Rank":23,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":41.19,"AlloprofRetrieval":36.21,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"XPQARetrieval (fr)":65.81}
-{"index":51,"Rank":24,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.15,"AlloprofRetrieval":45.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.7,"SyntecRetrieval":75.75,"XPQARetrieval (fr)":58.88}
-{"index":1,"Rank":25,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.81,"AlloprofRetrieval":45.5,"BSARDRetrieval":0.15,"MintakaRetrieval (fr)":15.51,"SyntecRetrieval":75.83,"XPQARetrieval (fr)":67.07}
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+{"Rank":33,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":5.51,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":34.95,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"AlloprofRetrieval":16.46,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":55.9,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":12.37,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":40.57,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":36,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":1.98,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":24.45,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"AlloprofRetrieval":33.2,"AlloprofRetrieval (fra-Latn)":33.2,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":6.24,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":60.8}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":34.27,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":6.98,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":57.39}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloprofRetrieval":26.99,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":65.34,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"AlloprofRetrieval":30.23,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":58.07,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":27.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.16,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":67.0,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":34.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":71.05,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloprofRetrieval":40.38,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.14,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":74.24,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"AlloprofRetrieval":45.75,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":3.33,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":78.97,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":18.9,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":49.69,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":35.27,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":69.82,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":33.78,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":63.69,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"AlloprofRetrieval":0.16,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":3.33,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"AlloprofRetrieval":0.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":6.6,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":51.64,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.61,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":85.97,"SyntecRetrieval (fra-Latn)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null}
diff --git a/all_data_tasks/21/default.jsonl b/all_data_tasks/21/default.jsonl
index 5563f96fe545d789f616f053ea9f38c92776a1f9..4faecada55d8aaa509feb3b09ead1c5da8193295 100644
--- a/all_data_tasks/21/default.jsonl
+++ b/all_data_tasks/21/default.jsonl
@@ -1,74 +1,57 @@
-{"index":22,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
-{"index":23,"Rank":2,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
-{"index":10,"Rank":3,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
-{"index":34,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":56,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":9,"Rank":6,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":36,"Rank":7,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":81.74,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7}
-{"index":15,"Rank":8,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.28,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23}
-{"index":55,"Rank":9,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":8,"Rank":10,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":80,"Rank":11,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"STS22 (fr)":80.31,"STSBenchmarkMultilingualSTS (fr)":84.36,"SICKFr":77.1}
-{"index":3,"Rank":12,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.29,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09}
-{"index":4,"Rank":13,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
-{"index":21,"Rank":14,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
-{"index":29,"Rank":15,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
-{"index":0,"Rank":16,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.56,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21}
-{"index":50,"Rank":17,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
-{"index":45,"Rank":18,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.37,"STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78}
-{"index":24,"Rank":19,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.32,"STS22 (fr)":82.57,"STSBenchmarkMultilingualSTS (fr)":82.51,"SICKFr":72.88}
-{"index":72,"Rank":20,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.37,"STS22 (fr)":76.8,"STSBenchmarkMultilingualSTS (fr)":81.24,"SICKFr":77.07}
-{"index":81,"Rank":21,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.31,"STS22 (fr)":81.09,"STSBenchmarkMultilingualSTS (fr)":77.55,"SICKFr":76.28}
-{"index":75,"Rank":22,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.28,"STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":83.48,"SICKFr":77.25}
-{"index":14,"Rank":23,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.26,"STS22 (fr)":82.8,"STSBenchmarkMultilingualSTS (fr)":76.48,"SICKFr":75.5}
-{"index":68,"Rank":24,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":78.18,"STS22 (fr)":74.3,"STSBenchmarkMultilingualSTS (fr)":84.69,"SICKFr":75.56}
-{"index":35,"Rank":25,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.79,"STS22 (fr)":77.54,"STSBenchmarkMultilingualSTS (fr)":81.64,"SICKFr":74.18}
-{"index":54,"Rank":26,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.72,"STS22 (fr)":82.35,"STSBenchmarkMultilingualSTS (fr)":79.22,"SICKFr":71.6}
-{"index":53,"Rank":27,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.64,"STS22 (fr)":80.8,"STSBenchmarkMultilingualSTS (fr)":80.23,"SICKFr":71.89}
-{"index":2,"Rank":28,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.52,"STS22 (fr)":79.99,"STSBenchmarkMultilingualSTS (fr)":79.02,"SICKFr":73.56}
-{"index":71,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.33,"STS22 (fr)":77.49,"STSBenchmarkMultilingualSTS (fr)":79.42,"SICKFr":75.08}
-{"index":44,"Rank":30,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.22,"STS22 (fr)":74.8,"STSBenchmarkMultilingualSTS (fr)":80.62,"SICKFr":76.23}
-{"index":47,"Rank":31,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":77.17,"STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":79.32,"SICKFr":75.62}
-{"index":30,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.87,"STS22 (fr)":78.77,"STSBenchmarkMultilingualSTS (fr)":79.23,"SICKFr":69.6}
-{"index":63,"Rank":33,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.46,"STS22 (fr)":76.41,"STSBenchmarkMultilingualSTS (fr)":77.49,"SICKFr":72.49}
-{"index":67,"Rank":34,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.18,"STS22 (fr)":70.55,"STSBenchmarkMultilingualSTS (fr)":79.9,"SICKFr":75.1}
-{"index":70,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.14,"STS22 (fr)":75.01,"STSBenchmarkMultilingualSTS (fr)":77.59,"SICKFr":72.83}
-{"index":76,"Rank":36,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.92,"STS22 (fr)":77.91,"STSBenchmarkMultilingualSTS (fr)":75.48,"SICKFr":71.37}
-{"index":52,"Rank":37,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.91,"STS22 (fr)":78.68,"STSBenchmarkMultilingualSTS (fr)":76.38,"SICKFr":69.67}
-{"index":77,"Rank":38,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.55,"STS22 (fr)":71.11,"STSBenchmarkMultilingualSTS (fr)":78.16,"SICKFr":74.39}
-{"index":69,"Rank":39,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.49,"STS22 (fr)":77.69,"STSBenchmarkMultilingualSTS (fr)":74.04,"SICKFr":71.74}
-{"index":57,"Rank":40,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.33,"STS22 (fr)":77.95,"STSBenchmarkMultilingualSTS (fr)":75.1,"SICKFr":69.94}
-{"index":51,"Rank":41,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.28,"STS22 (fr)":75.66,"STSBenchmarkMultilingualSTS (fr)":71.13,"SICKFr":70.04}
-{"index":1,"Rank":42,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.82,"STS22 (fr)":70.51,"STSBenchmarkMultilingualSTS (fr)":76.43,"SICKFr":68.51}
-{"index":59,"Rank":43,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":68.14,"STS22 (fr)":77.0,"STSBenchmarkMultilingualSTS (fr)":64.93,"SICKFr":62.48}
-{"index":66,"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":66.86,"STS22 (fr)":74.62,"STSBenchmarkMultilingualSTS (fr)":63.85,"SICKFr":62.11}
-{"index":43,"Rank":45,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":65.36,"STS22 (fr)":69.82,"STSBenchmarkMultilingualSTS (fr)":61.87,"SICKFr":64.39}
-{"index":5,"Rank":46,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":64.46,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95}
-{"index":48,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.34,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94}
-{"index":7,"Rank":48,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.33,"STS22 (fr)":67.83,"STSBenchmarkMultilingualSTS (fr)":51.98,"SICKFr":58.18}
-{"index":42,"Rank":49,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":56.57,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26}
-{"index":38,"Rank":50,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.12,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86}
-{"index":49,"Rank":51,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.89,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54}
-{"index":78,"Rank":52,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":50.52,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62}
-{"index":17,"Rank":53,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.47,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77}
-{"index":16,"Rank":54,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.44,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
-{"index":41,"Rank":55,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":50.02,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75}
-{"index":18,"Rank":56,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":49.93,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
-{"index":79,"Rank":57,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":49.27,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01}
-{"index":39,"Rank":58,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
-{"index":40,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
-{"index":20,"Rank":65,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":25,"Rank":66,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":26,"Rank":67,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":27,"Rank":68,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":31,"Rank":70,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":32,"Rank":71,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":33,"Rank":72,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":37,"Rank":73,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":58,"Rank":75,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":61,"Rank":77,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":62,"Rank":78,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","STS22 (fr)":49.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":64,"Rank":79,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS22 (fr)":78.7,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":65,"Rank":80,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","STS22 (fr)":79.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":73,"Rank":81,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":42.0,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":74,"Rank":82,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":78.8,"SICKFr":78.78,"SICKFr (fra-Latn)":78.81}
+{"Rank":2,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":76.0,"SICKFr":76.23,"SICKFr (fra-Latn)":75.76}
+{"Rank":3,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.56,"SICKFr":75.56,"SICKFr (fra-Latn)":75.56}
+{"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.15,"SICKFr":75.62,"SICKFr (fra-Latn)":74.67}
+{"Rank":5,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.1,"SICKFr":75.1,"SICKFr (fra-Latn)":75.1}
+{"Rank":6,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.94,"SICKFr":69.94,"SICKFr (fra-Latn)":69.94}
+{"Rank":7,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":62.48,"SICKFr":62.48,"SICKFr (fra-Latn)":62.48}
+{"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":76.21,"SICKFr (fra-Latn)":null}
+{"Rank":9,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":68.51,"SICKFr (fra-Latn)":null}
+{"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":73.56,"SICKFr (fra-Latn)":null}
+{"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":74.09,"SICKFr (fra-Latn)":null}
+{"Rank":12,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":74.9,"SICKFr (fra-Latn)":null}
+{"Rank":13,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"SICKFr":64.95,"SICKFr (fra-Latn)":null}
+{"Rank":14,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":75.5,"SICKFr (fra-Latn)":null}
+{"Rank":15,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":79.23,"SICKFr (fra-Latn)":null}
+{"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":19,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SICKFr":58.76,"SICKFr (fra-Latn)":null}
+{"Rank":20,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SICKFr":58.77,"SICKFr (fra-Latn)":null}
+{"Rank":21,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SICKFr":58.76,"SICKFr (fra-Latn)":null}
+{"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":76.91}
+{"Rank":23,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"SICKFr":69.6,"SICKFr (fra-Latn)":null}
+{"Rank":24,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":25,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SICKFr":74.18,"SICKFr (fra-Latn)":null}
+{"Rank":26,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"SICKFr":77.7,"SICKFr (fra-Latn)":null}
+{"Rank":27,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":28,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":29,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SICKFr":53.86,"SICKFr (fra-Latn)":null}
+{"Rank":30,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SICKFr":41.9,"SICKFr (fra-Latn)":null}
+{"Rank":31,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"SICKFr":34.6,"SICKFr (fra-Latn)":null}
+{"Rank":32,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"SICKFr":58.75,"SICKFr (fra-Latn)":null}
+{"Rank":33,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SICKFr":58.26,"SICKFr (fra-Latn)":null}
+{"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"SICKFr":64.39,"SICKFr (fra-Latn)":null}
+{"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":59.94,"SICKFr (fra-Latn)":null}
+{"Rank":36,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":54.54,"SICKFr (fra-Latn)":null}
+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":63.16}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":67.05}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"SICKFr":72.49,"SICKFr (fra-Latn)":null}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"SICKFr":62.11,"SICKFr (fra-Latn)":null}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SICKFr":71.74,"SICKFr (fra-Latn)":null}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SICKFr":72.83,"SICKFr (fra-Latn)":null}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"SICKFr":75.08,"SICKFr (fra-Latn)":null}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"SICKFr":77.07,"SICKFr (fra-Latn)":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":77.25,"SICKFr (fra-Latn)":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":71.37,"SICKFr (fra-Latn)":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":74.39,"SICKFr (fra-Latn)":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"SICKFr":48.62,"SICKFr (fra-Latn)":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"SICKFr":50.01,"SICKFr (fra-Latn)":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":76.28,"SICKFr (fra-Latn)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
diff --git a/all_data_tasks/22/default.jsonl b/all_data_tasks/22/default.jsonl
index 35ec78a57c2660c847e24feaa17ace9ee04183cc..bf31ada5bfb2c7c32e3fa192789053a7d00962fd 100644
--- a/all_data_tasks/22/default.jsonl
+++ b/all_data_tasks/22/default.jsonl
@@ -1,59 +1,57 @@
-{"index":53,"Rank":1,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":32.46}
-{"index":43,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEvalFr":32.22}
-{"index":47,"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
-{"index":23,"Rank":4,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.62}
-{"index":71,"Rank":5,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
-{"index":5,"Rank":6,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
-{"index":24,"Rank":7,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.55}
-{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
-{"index":34,"Rank":9,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"index":56,"Rank":10,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"index":9,"Rank":11,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
-{"index":14,"Rank":12,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
-{"index":15,"Rank":13,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
-{"index":38,"Rank":14,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
-{"index":10,"Rank":15,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
-{"index":45,"Rank":16,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
-{"index":1,"Rank":17,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
-{"index":36,"Rank":18,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
-{"index":44,"Rank":19,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
-{"index":42,"Rank":20,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
-{"index":8,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":55,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":81,"Rank":23,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":72,"Rank":24,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
-{"index":3,"Rank":25,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
-{"index":22,"Rank":26,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.3}
-{"index":51,"Rank":27,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.28}
-{"index":52,"Rank":28,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.27}
-{"index":70,"Rank":29,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
-{"index":54,"Rank":30,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.22}
-{"index":21,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.16}
-{"index":57,"Rank":32,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
-{"index":50,"Rank":33,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.13}
-{"index":69,"Rank":34,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
-{"index":4,"Rank":35,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
-{"index":29,"Rank":36,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.69}
-{"index":80,"Rank":37,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.65}
-{"index":48,"Rank":38,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
-{"index":68,"Rank":39,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
-{"index":39,"Rank":40,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
-{"index":75,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
-{"index":40,"Rank":42,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
-{"index":67,"Rank":43,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
-{"index":78,"Rank":44,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
-{"index":17,"Rank":45,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
-{"index":16,"Rank":46,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
-{"index":30,"Rank":47,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
-{"index":79,"Rank":48,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
-{"index":18,"Rank":49,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
-{"index":41,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
-{"index":35,"Rank":51,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
-{"index":7,"Rank":52,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
-{"index":77,"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
-{"index":2,"Rank":54,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
-{"index":59,"Rank":55,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
-{"index":76,"Rank":56,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
-{"index":63,"Rank":57,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
-{"index":66,"Rank":58,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
-{"index":49,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
+{"Rank":1,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":31.86,"SummEvalFr":30.76,"SummEvalFr (fra-Latn)":32.96}
+{"Rank":2,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.5,"SummEvalFr":31.85,"SummEvalFr (fra-Latn)":31.14}
+{"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":30.92,"SummEvalFr":30.92,"SummEvalFr (fra-Latn)":30.92}
+{"Rank":4,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":30.16,"SummEvalFr":30.16,"SummEvalFr (fra-Latn)":30.16}
+{"Rank":5,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":29.47,"SummEvalFr":29.47,"SummEvalFr (fra-Latn)":29.47}
+{"Rank":6,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":29.2,"SummEvalFr":29.2,"SummEvalFr (fra-Latn)":29.2}
+{"Rank":7,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.28,"SummEvalFr":28.28,"SummEvalFr (fra-Latn)":28.29}
+{"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":31.47,"SummEvalFr (fra-Latn)":null}
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+{"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":28.34,"SummEvalFr (fra-Latn)":null}
+{"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":30.34,"SummEvalFr (fra-Latn)":null}
+{"Rank":12,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":29.96,"SummEvalFr (fra-Latn)":null}
+{"Rank":13,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"SummEvalFr":31.56,"SummEvalFr (fra-Latn)":null}
+{"Rank":14,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":31.4,"SummEvalFr (fra-Latn)":null}
+{"Rank":15,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":31.26,"SummEvalFr (fra-Latn)":null}
+{"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":19,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":29.06,"SummEvalFr (fra-Latn)":null}
+{"Rank":20,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":29.13,"SummEvalFr (fra-Latn)":null}
+{"Rank":21,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":28.84,"SummEvalFr (fra-Latn)":null}
+{"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":29.97}
+{"Rank":23,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"SummEvalFr":29.04,"SummEvalFr (fra-Latn)":null}
+{"Rank":24,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":25,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":28.77,"SummEvalFr (fra-Latn)":null}
+{"Rank":26,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"SummEvalFr":30.88,"SummEvalFr (fra-Latn)":null}
+{"Rank":27,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":28,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":29,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":31.26,"SummEvalFr (fra-Latn)":null}
+{"Rank":30,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":29.43,"SummEvalFr (fra-Latn)":null}
+{"Rank":31,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"SummEvalFr":29.25,"SummEvalFr (fra-Latn)":null}
+{"Rank":32,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"SummEvalFr":28.81,"SummEvalFr (fra-Latn)":null}
+{"Rank":33,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SummEvalFr":30.72,"SummEvalFr (fra-Latn)":null}
+{"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"SummEvalFr":32.22,"SummEvalFr (fra-Latn)":null}
+{"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":29.48,"SummEvalFr (fra-Latn)":null}
+{"Rank":36,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":23.63,"SummEvalFr (fra-Latn)":null}
+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":26.63}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":28.11}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"SummEvalFr":28.12,"SummEvalFr (fra-Latn)":null}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"SummEvalFr":27.59,"SummEvalFr (fra-Latn)":null}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":30.01,"SummEvalFr (fra-Latn)":null}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SummEvalFr":30.23,"SummEvalFr (fra-Latn)":null}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"SummEvalFr":31.59,"SummEvalFr (fra-Latn)":null}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"SummEvalFr":30.39,"SummEvalFr (fra-Latn)":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":29.33,"SummEvalFr (fra-Latn)":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":28.21,"SummEvalFr (fra-Latn)":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":28.56,"SummEvalFr (fra-Latn)":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"SummEvalFr":29.14,"SummEvalFr (fra-Latn)":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"SummEvalFr":28.89,"SummEvalFr (fra-Latn)":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":30.5,"SummEvalFr (fra-Latn)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
diff --git a/all_data_tasks/23/default.jsonl b/all_data_tasks/23/default.jsonl
index a9d1ab184341508fa2d07f84f5c7a91f2a7dcae7..d2efe60de93c56eeca8f8b7fc5b011495104b438 100644
--- a/all_data_tasks/23/default.jsonl
+++ b/all_data_tasks/23/default.jsonl
@@ -1,47 +1,32 @@
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-{"index":24,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
-{"index":30,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
-{"index":23,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
-{"index":17,"Rank":6,"Model":"dfm-sentence-encoder-large-1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":61.34,"MassiveIntentClassification (nb)":57.57,"MassiveScenarioClassification (nb)":63.66,"NoRecClassification":50.46,"NordicLangClassification":75.98,"NorwegianParliament":57.66,"ScalaNbClassification":62.69}
-{"index":31,"Rank":7,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
-{"index":26,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
-{"index":16,"Rank":9,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
-{"index":45,"Rank":10,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
-{"index":18,"Rank":11,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
-{"index":46,"Rank":12,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
-{"index":19,"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
-{"index":20,"Rank":14,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
-{"index":8,"Rank":15,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
-{"index":22,"Rank":16,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
-{"index":6,"Rank":17,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
-{"index":34,"Rank":18,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
-{"index":29,"Rank":19,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
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-{"index":44,"Rank":47,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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+{"Rank":4,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.04,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NoRecClassification (nob-Latn)":37.93,"NordicLangClassification":54.71,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":54.7,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
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+{"Rank":6,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":52.05,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":63.6,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":7,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NoRecClassification (nob-Latn)":"","NordicLangClassification":62.45,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.56,"ScalaNbClassification":53.63}
+{"Rank":8,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NoRecClassification (nob-Latn)":"","NordicLangClassification":44.53,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":52.44,"ScalaNbClassification":52.41}
+{"Rank":9,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NoRecClassification (nob-Latn)":"","NordicLangClassification":51.45,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":55.74,"ScalaNbClassification":50.34}
+{"Rank":10,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NoRecClassification (nob-Latn)":"","NordicLangClassification":84.69,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.41,"ScalaNbClassification":62.25}
+{"Rank":11,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NoRecClassification (nob-Latn)":"","NordicLangClassification":85.27,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":62.58,"ScalaNbClassification":66.97}
+{"Rank":12,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NoRecClassification (nob-Latn)":"","NordicLangClassification":77.68,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":58.78,"ScalaNbClassification":58.95}
+{"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NoRecClassification (nob-Latn)":"","NordicLangClassification":59.34,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.42,"ScalaNbClassification":50.18}
+{"Rank":14,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NoRecClassification (nob-Latn)":"","NordicLangClassification":58.3,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.26,"ScalaNbClassification":50.13}
+{"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NoRecClassification (nob-Latn)":"","NordicLangClassification":53.47,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.57,"ScalaNbClassification":50.03}
+{"Rank":16,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NoRecClassification (nob-Latn)":"","NordicLangClassification":57.82,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":53.25,"ScalaNbClassification":75.28}
+{"Rank":17,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":"","MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NoRecClassification (nob-Latn)":"","NordicLangClassification":82.67,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":59.33,"ScalaNbClassification":60.19}
+{"Rank":18,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":"","MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NoRecClassification (nob-Latn)":"","NordicLangClassification":84.25,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":58.85,"ScalaNbClassification":66.79}
+{"Rank":19,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NoRecClassification (nob-Latn)":45.45,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":35.39,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NoRecClassification (nob-Latn)":37.73,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":54.17,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":38.34,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":50.15,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":22,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":24,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":25,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":26,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":46.7,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":42.52,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":27,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":50.32,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":41.57,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":28,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":29,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":30,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":31,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NoRecClassification (nob-Latn)":"","NordicLangClassification":74.25,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.79,"ScalaNbClassification":59.99}
+{"Rank":32,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NoRecClassification (nob-Latn)":"","NordicLangClassification":79.39,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.75,"ScalaNbClassification":58.33}
diff --git a/all_data_tasks/24/default.jsonl b/all_data_tasks/24/default.jsonl
index 65866e767e2f5be3985e2e532f00f237fe5f85ff..fb7dfe5e3172f53849b302706f2add0f6315f1a1 100644
--- a/all_data_tasks/24/default.jsonl
+++ b/all_data_tasks/24/default.jsonl
@@ -1,21 +1,21 @@
-{"index":15,"Rank":1,"Model":"FollowIR-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":12.15,"Core17InstructionRetrieval":16.48,"News21InstructionRetrieval":6.26,"Robust04InstructionRetrieval":13.72}
-{"index":17,"Rank":2,"Model":"mistral-7b-instruct-v0.2<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":10.15,"Core17InstructionRetrieval":13.03,"News21InstructionRetrieval":4.81,"Robust04InstructionRetrieval":12.61}
-{"index":9,"Rank":3,"Model":"flan-t5-large<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":4.72,"Core17InstructionRetrieval":1.32,"News21InstructionRetrieval":8.95,"Robust04InstructionRetrieval":3.9}
-{"index":5,"Rank":4,"Model":"monot5-3b-msmarco-10k<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":2.53,"Core17InstructionRetrieval":1.84,"News21InstructionRetrieval":1.78,"Robust04InstructionRetrieval":3.96}
-{"index":0,"Rank":5,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":2.33,"Core17InstructionRetrieval":5.44,"News21InstructionRetrieval":3.94,"Robust04InstructionRetrieval":-2.4}
-{"index":16,"Rank":6,"Model":"llama-2-7b-chat<\/a>","Model Size (Million Parameters)":7000,"Memory Usage (GB, fp32)":26.08,"Average":1.69,"Core17InstructionRetrieval":2.84,"News21InstructionRetrieval":0.23,"Robust04InstructionRetrieval":2.0}
-{"index":7,"Rank":7,"Model":"tart-full-flan-t5-xl<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":1.36,"Core17InstructionRetrieval":2.82,"News21InstructionRetrieval":1.99,"Robust04InstructionRetrieval":-0.72}
-{"index":8,"Rank":8,"Model":"flan-t5-base<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":0.64,"Core17InstructionRetrieval":-3.31,"News21InstructionRetrieval":-0.12,"Robust04InstructionRetrieval":5.35}
-{"index":3,"Rank":9,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":-0.02,"Core17InstructionRetrieval":2.62,"News21InstructionRetrieval":-1.01,"Robust04InstructionRetrieval":-1.68}
-{"index":2,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-0.21,"Core17InstructionRetrieval":2.8,"News21InstructionRetrieval":0.2,"Robust04InstructionRetrieval":-3.63}
-{"index":13,"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
-{"index":6,"Rank":12,"Model":"monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
-{"index":1,"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.09,"Core17InstructionRetrieval":-1.06,"News21InstructionRetrieval":-2.15,"Robust04InstructionRetrieval":-3.06}
-{"index":20,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
-{"index":11,"Rank":15,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
-{"index":14,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
-{"index":4,"Rank":17,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
-{"index":18,"Rank":18,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
-{"index":12,"Rank":19,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
-{"index":10,"Rank":20,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
-{"index":19,"Rank":21,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
+{"Rank":1,"Model":"FollowIR-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":12.15,"Core17InstructionRetrieval":16.48,"News21InstructionRetrieval":6.26,"Robust04InstructionRetrieval":13.72}
+{"Rank":2,"Model":"mistral-7b-instruct-v0.2<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":10.15,"Core17InstructionRetrieval":13.03,"News21InstructionRetrieval":4.81,"Robust04InstructionRetrieval":12.61}
+{"Rank":3,"Model":"flan-t5-large<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":4.72,"Core17InstructionRetrieval":1.32,"News21InstructionRetrieval":8.95,"Robust04InstructionRetrieval":3.9}
+{"Rank":4,"Model":"monot5-3b-msmarco-10k<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":2.53,"Core17InstructionRetrieval":1.84,"News21InstructionRetrieval":1.78,"Robust04InstructionRetrieval":3.96}
+{"Rank":5,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":2.33,"Core17InstructionRetrieval":5.44,"News21InstructionRetrieval":3.94,"Robust04InstructionRetrieval":-2.4}
+{"Rank":6,"Model":"llama-2-7b-chat<\/a>","Model Size (Million Parameters)":7000,"Memory Usage (GB, fp32)":26.08,"Average":1.69,"Core17InstructionRetrieval":2.84,"News21InstructionRetrieval":0.23,"Robust04InstructionRetrieval":2.0}
+{"Rank":7,"Model":"tart-full-flan-t5-xl<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":1.36,"Core17InstructionRetrieval":2.82,"News21InstructionRetrieval":1.99,"Robust04InstructionRetrieval":-0.72}
+{"Rank":8,"Model":"flan-t5-base<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":0.64,"Core17InstructionRetrieval":-3.31,"News21InstructionRetrieval":-0.12,"Robust04InstructionRetrieval":5.35}
+{"Rank":9,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":-0.02,"Core17InstructionRetrieval":2.62,"News21InstructionRetrieval":-1.01,"Robust04InstructionRetrieval":-1.68}
+{"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-0.21,"Core17InstructionRetrieval":2.8,"News21InstructionRetrieval":0.2,"Robust04InstructionRetrieval":-3.63}
+{"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
+{"Rank":12,"Model":"monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
+{"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.09,"Core17InstructionRetrieval":-1.06,"News21InstructionRetrieval":-2.15,"Robust04InstructionRetrieval":-3.06}
+{"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
+{"Rank":15,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
+{"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
+{"Rank":17,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
+{"Rank":18,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
+{"Rank":19,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
+{"Rank":20,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
+{"Rank":21,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
diff --git a/all_data_tasks/25/default.jsonl b/all_data_tasks/25/default.jsonl
index 568f75d3a1f178a1c9c1c8fcd0c9391e2fc7ce9e..aa49de0a498f7764414a3ec0e47940e1b74beeda 100644
--- a/all_data_tasks/25/default.jsonl
+++ b/all_data_tasks/25/default.jsonl
@@ -1,11 +1,17 @@
-{"index":1,"Rank":1,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.39,"AILACasedocs":44.56,"AILAStatutes":45.51,"GerDaLIRSmall":44.91,"LeCaRDv2":72.75,"LegalBenchConsumerContractsQA":83.27,"LegalBenchCorporateLobbying":95.66,"LegalQuAD":67.47,"LegalSummarization":68.96}
-{"index":5,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.77,"AILACasedocs":38.76,"AILAStatutes":38.07,"GerDaLIRSmall":37.18,"LeCaRDv2":68.56,"LegalBenchConsumerContractsQA":75.46,"LegalBenchCorporateLobbying":94.01,"LegalQuAD":59.64,"LegalSummarization":66.51}
-{"index":10,"Rank":3,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.22,"AILACasedocs":39.0,"AILAStatutes":41.31,"GerDaLIRSmall":32.77,"LeCaRDv2":57.2,"LegalBenchConsumerContractsQA":79.39,"LegalBenchCorporateLobbying":95.09,"LegalQuAD":57.47,"LegalSummarization":71.55}
-{"index":0,"Rank":4,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.43,"AILACasedocs":38.2,"AILAStatutes":44.81,"GerDaLIRSmall":17.85,"LeCaRDv2":61.12,"LegalBenchConsumerContractsQA":80.8,"LegalBenchCorporateLobbying":94.11,"LegalQuAD":47.17,"LegalSummarization":67.39}
-{"index":3,"Rank":5,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.04,"AILACasedocs":31.54,"AILAStatutes":27.15,"GerDaLIRSmall":6.05,"LeCaRDv2":21.02,"LegalBenchConsumerContractsQA":77.12,"LegalBenchCorporateLobbying":93.68,"LegalQuAD":26.08,"LegalSummarization":61.7}
-{"index":2,"Rank":6,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":39.22,"AILACasedocs":25.15,"AILAStatutes":20.74,"GerDaLIRSmall":3.96,"LeCaRDv2":22.68,"LegalBenchConsumerContractsQA":73.52,"LegalBenchCorporateLobbying":91.51,"LegalQuAD":16.22,"LegalSummarization":59.99}
-{"index":4,"Rank":7,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AILACasedocs":35.31,"AILAStatutes":41.8,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":82.1,"LegalBenchCorporateLobbying":95.0,"LegalQuAD":"","LegalSummarization":70.64}
-{"index":6,"Rank":8,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalSummarization":57.43}
-{"index":7,"Rank":9,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AILACasedocs":19.72,"AILAStatutes":20.52,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":65.6,"LegalBenchCorporateLobbying":86.41,"LegalQuAD":"","LegalSummarization":59.0}
-{"index":8,"Rank":10,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AILACasedocs":22.51,"AILAStatutes":21.27,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":75.25,"LegalBenchCorporateLobbying":89.04,"LegalQuAD":"","LegalSummarization":58.55}
-{"index":9,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":"","AILAStatutes":"","GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":"","LegalBenchCorporateLobbying":"","LegalQuAD":"","LegalSummarization":""}
+{"Rank":1,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":38.2,"AILAStatutes":44.81,"GerDaLIRSmall":17.85,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":61.12,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":80.8,"LegalBenchCorporateLobbying":94.11,"LegalQuAD":47.17,"LegalQuAD (deu-Latn)":"","LegalSummarization":67.39}
+{"Rank":2,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":44.56,"AILAStatutes":45.51,"GerDaLIRSmall":44.91,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":72.75,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":83.27,"LegalBenchCorporateLobbying":95.66,"LegalQuAD":67.47,"LegalQuAD (deu-Latn)":"","LegalSummarization":68.96}
+{"Rank":3,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":"","AILACasedocs":25.15,"AILAStatutes":20.74,"GerDaLIRSmall":3.96,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":22.68,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":73.52,"LegalBenchCorporateLobbying":91.51,"LegalQuAD":16.22,"LegalQuAD (deu-Latn)":"","LegalSummarization":59.99}
+{"Rank":4,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":31.54,"AILAStatutes":27.15,"GerDaLIRSmall":6.05,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":21.02,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":77.12,"LegalBenchCorporateLobbying":93.68,"LegalQuAD":26.08,"LegalQuAD (deu-Latn)":"","LegalSummarization":61.7}
+{"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AILACasedocs":35.31,"AILAStatutes":41.8,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":20.61,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":64.05,"LegalBenchConsumerContractsQA":82.1,"LegalBenchCorporateLobbying":95.0,"LegalQuAD":"","LegalQuAD (deu-Latn)":44.18,"LegalSummarization":70.64}
+{"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AILACasedocs":38.76,"AILAStatutes":38.07,"GerDaLIRSmall":37.18,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":68.56,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":75.46,"LegalBenchCorporateLobbying":94.01,"LegalQuAD":59.64,"LegalQuAD (deu-Latn)":"","LegalSummarization":66.51}
+{"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AILACasedocs":26.05,"AILAStatutes":20.37,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":15.3,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":59.0,"LegalBenchConsumerContractsQA":69.02,"LegalBenchCorporateLobbying":88.97,"LegalQuAD":"","LegalQuAD (deu-Latn)":47.85,"LegalSummarization":61.69}
+{"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AILACasedocs":26.43,"AILAStatutes":20.84,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":15.72,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":55.83,"LegalBenchConsumerContractsQA":73.3,"LegalBenchCorporateLobbying":89.72,"LegalQuAD":"","LegalQuAD (deu-Latn)":43.17,"LegalSummarization":62.1}
+{"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AILACasedocs":23.43,"AILAStatutes":19.01,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":14.81,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":61.58,"LegalBenchConsumerContractsQA":66.98,"LegalBenchCorporateLobbying":89.47,"LegalQuAD":"","LegalQuAD (deu-Latn)":47.8,"LegalSummarization":55.76}
+{"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AILACasedocs":17.67,"AILAStatutes":16.72,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":4.59,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":24.68,"LegalBenchConsumerContractsQA":54.66,"LegalBenchCorporateLobbying":69.39,"LegalQuAD":"","LegalQuAD (deu-Latn)":16.64,"LegalSummarization":53.89}
+{"Rank":11,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":1.35,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":18.77,"LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalQuAD (deu-Latn)":7.44,"LegalSummarization":57.43}
+{"Rank":12,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AILACasedocs":19.72,"AILAStatutes":20.52,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":2.41,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":17.5,"LegalBenchConsumerContractsQA":65.6,"LegalBenchCorporateLobbying":86.41,"LegalQuAD":"","LegalQuAD (deu-Latn)":11.81,"LegalSummarization":59.0}
+{"Rank":13,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AILACasedocs":22.51,"AILAStatutes":21.27,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":3.78,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":18.09,"LegalBenchConsumerContractsQA":75.25,"LegalBenchCorporateLobbying":89.04,"LegalQuAD":"","LegalQuAD (deu-Latn)":10.67,"LegalSummarization":58.55}
+{"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AILACasedocs":13.66,"AILAStatutes":20.52,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":2.62,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":32.03,"LegalBenchConsumerContractsQA":49.81,"LegalBenchCorporateLobbying":88.51,"LegalQuAD":"","LegalQuAD (deu-Latn)":13.31,"LegalSummarization":54.97}
+{"Rank":15,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AILACasedocs":17.45,"AILAStatutes":22.24,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":3.0,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":33.91,"LegalBenchConsumerContractsQA":52.37,"LegalBenchCorporateLobbying":87.62,"LegalQuAD":"","LegalQuAD (deu-Latn)":17.8,"LegalSummarization":56.8}
+{"Rank":16,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AILACasedocs":7.43,"AILAStatutes":13.62,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":"","LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":"","LegalBenchCorporateLobbying":"","LegalQuAD":"","LegalQuAD (deu-Latn)":"","LegalSummarization":""}
+{"Rank":17,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":39.0,"AILAStatutes":41.31,"GerDaLIRSmall":32.77,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":57.2,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":79.39,"LegalBenchCorporateLobbying":95.09,"LegalQuAD":57.47,"LegalQuAD (deu-Latn)":"","LegalSummarization":71.55}
diff --git a/all_data_tasks/26/default.jsonl b/all_data_tasks/26/default.jsonl
index 31338878568452071d05c4531f7edebf3cbf0294..9deef24bd1b9ecf7a866b50b9aac3c769c1735c3 100644
--- a/all_data_tasks/26/default.jsonl
+++ b/all_data_tasks/26/default.jsonl
@@ -1,13 +1,19 @@
-{"index":1,"Rank":1,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.17,"LEMBNarrativeQARetrieval":64.69,"LEMBNeedleRetrieval":75.25,"LEMBPasskeyRetrieval":97.0,"LEMBQMSumRetrieval":51.49,"LEMBSummScreenFDRetrieval":99.11,"LEMBWikimQARetrieval":87.49}
-{"index":0,"Rank":2,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.85,"LEMBNarrativeQARetrieval":55.78,"LEMBNeedleRetrieval":80.5,"LEMBPasskeyRetrieval":93.75,"LEMBQMSumRetrieval":57.26,"LEMBSummScreenFDRetrieval":98.72,"LEMBWikimQARetrieval":87.08}
-{"index":6,"Rank":3,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.4,"LEMBNarrativeQARetrieval":44.62,"LEMBNeedleRetrieval":48.25,"LEMBPasskeyRetrieval":71.0,"LEMBQMSumRetrieval":43.63,"LEMBSummScreenFDRetrieval":96.82,"LEMBWikimQARetrieval":82.11}
-{"index":7,"Rank":4,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Average":58.12,"LEMBNarrativeQARetrieval":37.89,"LEMBNeedleRetrieval":54.25,"LEMBPasskeyRetrieval":50.25,"LEMBQMSumRetrieval":38.87,"LEMBSummScreenFDRetrieval":93.48,"LEMBWikimQARetrieval":73.99}
-{"index":2,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":56.56,"LEMBNarrativeQARetrieval":45.76,"LEMBNeedleRetrieval":40.25,"LEMBPasskeyRetrieval":46.0,"LEMBQMSumRetrieval":35.54,"LEMBSummScreenFDRetrieval":94.09,"LEMBWikimQARetrieval":77.73}
-{"index":4,"Rank":6,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.52,"LEMBNarrativeQARetrieval":30.35,"LEMBNeedleRetrieval":41.5,"LEMBPasskeyRetrieval":67.25,"LEMBQMSumRetrieval":35.6,"LEMBSummScreenFDRetrieval":95.23,"LEMBWikimQARetrieval":69.19}
-{"index":8,"Rank":7,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":54.81,"LEMBNarrativeQARetrieval":41.23,"LEMBNeedleRetrieval":39.5,"LEMBPasskeyRetrieval":44.75,"LEMBQMSumRetrieval":36.65,"LEMBSummScreenFDRetrieval":92.97,"LEMBWikimQARetrieval":73.75}
-{"index":12,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.3,"LEMBNarrativeQARetrieval":44.09,"LEMBNeedleRetrieval":29.25,"LEMBPasskeyRetrieval":63.0,"LEMBQMSumRetrieval":32.49,"LEMBSummScreenFDRetrieval":84.8,"LEMBWikimQARetrieval":54.16}
-{"index":3,"Rank":9,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":47.1,"LEMBNarrativeQARetrieval":41.46,"LEMBNeedleRetrieval":33.25,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":30.32,"LEMBSummScreenFDRetrieval":78.49,"LEMBWikimQARetrieval":60.8}
-{"index":5,"Rank":10,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.24,"LEMBNarrativeQARetrieval":25.31,"LEMBNeedleRetrieval":28.5,"LEMBPasskeyRetrieval":33.25,"LEMBQMSumRetrieval":23.83,"LEMBSummScreenFDRetrieval":74.67,"LEMBWikimQARetrieval":55.85}
-{"index":11,"Rank":11,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":31.12,"LEMBNarrativeQARetrieval":19.34,"LEMBNeedleRetrieval":16.0,"LEMBPasskeyRetrieval":24.5,"LEMBQMSumRetrieval":21.54,"LEMBSummScreenFDRetrieval":60.43,"LEMBWikimQARetrieval":44.92}
-{"index":10,"Rank":12,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.81,"LEMBNarrativeQARetrieval":18.27,"LEMBNeedleRetrieval":20.0,"LEMBPasskeyRetrieval":23.25,"LEMBQMSumRetrieval":16.32,"LEMBSummScreenFDRetrieval":54.8,"LEMBWikimQARetrieval":46.23}
-{"index":9,"Rank":13,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.26,"LEMBNarrativeQARetrieval":19.64,"LEMBNeedleRetrieval":12.25,"LEMBPasskeyRetrieval":14.75,"LEMBQMSumRetrieval":13.08,"LEMBSummScreenFDRetrieval":46.98,"LEMBWikimQARetrieval":44.88}
+{"Rank":1,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.17,"LEMBNarrativeQARetrieval":64.69,"LEMBNeedleRetrieval":75.25,"LEMBPasskeyRetrieval":97.0,"LEMBQMSumRetrieval":51.49,"LEMBSummScreenFDRetrieval":99.11,"LEMBWikimQARetrieval":87.49}
+{"Rank":2,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.85,"LEMBNarrativeQARetrieval":55.78,"LEMBNeedleRetrieval":80.5,"LEMBPasskeyRetrieval":93.75,"LEMBQMSumRetrieval":57.26,"LEMBSummScreenFDRetrieval":98.72,"LEMBWikimQARetrieval":87.08}
+{"Rank":3,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.4,"LEMBNarrativeQARetrieval":44.62,"LEMBNeedleRetrieval":48.25,"LEMBPasskeyRetrieval":71.0,"LEMBQMSumRetrieval":43.63,"LEMBSummScreenFDRetrieval":96.82,"LEMBWikimQARetrieval":82.11}
+{"Rank":4,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Average":58.12,"LEMBNarrativeQARetrieval":37.89,"LEMBNeedleRetrieval":54.25,"LEMBPasskeyRetrieval":50.25,"LEMBQMSumRetrieval":38.87,"LEMBSummScreenFDRetrieval":93.48,"LEMBWikimQARetrieval":73.99}
+{"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":56.56,"LEMBNarrativeQARetrieval":45.76,"LEMBNeedleRetrieval":40.25,"LEMBPasskeyRetrieval":46.0,"LEMBQMSumRetrieval":35.54,"LEMBSummScreenFDRetrieval":94.09,"LEMBWikimQARetrieval":77.73}
+{"Rank":6,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.52,"LEMBNarrativeQARetrieval":30.35,"LEMBNeedleRetrieval":41.5,"LEMBPasskeyRetrieval":67.25,"LEMBQMSumRetrieval":35.6,"LEMBSummScreenFDRetrieval":95.23,"LEMBWikimQARetrieval":69.19}
+{"Rank":7,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":54.81,"LEMBNarrativeQARetrieval":41.23,"LEMBNeedleRetrieval":39.5,"LEMBPasskeyRetrieval":44.75,"LEMBQMSumRetrieval":36.65,"LEMBSummScreenFDRetrieval":92.97,"LEMBWikimQARetrieval":73.75}
+{"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.3,"LEMBNarrativeQARetrieval":44.09,"LEMBNeedleRetrieval":29.25,"LEMBPasskeyRetrieval":63.0,"LEMBQMSumRetrieval":32.49,"LEMBSummScreenFDRetrieval":84.8,"LEMBWikimQARetrieval":54.16}
+{"Rank":9,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":47.1,"LEMBNarrativeQARetrieval":41.46,"LEMBNeedleRetrieval":33.25,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":30.32,"LEMBSummScreenFDRetrieval":78.49,"LEMBWikimQARetrieval":60.8}
+{"Rank":10,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.54,"LEMBNarrativeQARetrieval":23.6,"LEMBNeedleRetrieval":32.0,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":25.16,"LEMBSummScreenFDRetrieval":68.21,"LEMBWikimQARetrieval":56.04}
+{"Rank":11,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":40.44,"LEMBNarrativeQARetrieval":24.22,"LEMBNeedleRetrieval":28.0,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":24.26,"LEMBSummScreenFDRetrieval":71.12,"LEMBWikimQARetrieval":56.8}
+{"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.24,"LEMBNarrativeQARetrieval":25.31,"LEMBNeedleRetrieval":28.5,"LEMBPasskeyRetrieval":33.25,"LEMBQMSumRetrieval":23.83,"LEMBSummScreenFDRetrieval":74.67,"LEMBWikimQARetrieval":55.85}
+{"Rank":13,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.83,"LEMBNarrativeQARetrieval":22.6,"LEMBNeedleRetrieval":30.75,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":21.51,"LEMBSummScreenFDRetrieval":62.75,"LEMBWikimQARetrieval":57.13}
+{"Rank":14,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":31.12,"LEMBNarrativeQARetrieval":19.34,"LEMBNeedleRetrieval":16.0,"LEMBPasskeyRetrieval":24.5,"LEMBQMSumRetrieval":21.54,"LEMBSummScreenFDRetrieval":60.43,"LEMBWikimQARetrieval":44.92}
+{"Rank":15,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.81,"LEMBNarrativeQARetrieval":18.27,"LEMBNeedleRetrieval":20.0,"LEMBPasskeyRetrieval":23.25,"LEMBQMSumRetrieval":16.32,"LEMBSummScreenFDRetrieval":54.8,"LEMBWikimQARetrieval":46.23}
+{"Rank":16,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.26,"LEMBNarrativeQARetrieval":19.64,"LEMBNeedleRetrieval":12.25,"LEMBPasskeyRetrieval":14.75,"LEMBQMSumRetrieval":13.08,"LEMBSummScreenFDRetrieval":46.98,"LEMBWikimQARetrieval":44.88}
+{"Rank":17,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":21.98,"LEMBNarrativeQARetrieval":11.45,"LEMBNeedleRetrieval":17.5,"LEMBPasskeyRetrieval":20.25,"LEMBQMSumRetrieval":14.07,"LEMBSummScreenFDRetrieval":40.52,"LEMBWikimQARetrieval":28.1}
+{"Rank":18,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":21.67,"LEMBNarrativeQARetrieval":16.02,"LEMBNeedleRetrieval":14.0,"LEMBPasskeyRetrieval":7.75,"LEMBQMSumRetrieval":12.23,"LEMBSummScreenFDRetrieval":41.15,"LEMBWikimQARetrieval":38.86}
+{"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.92,"LEMBNarrativeQARetrieval":13.82,"LEMBNeedleRetrieval":13.5,"LEMBPasskeyRetrieval":8.25,"LEMBQMSumRetrieval":11.02,"LEMBSummScreenFDRetrieval":38.12,"LEMBWikimQARetrieval":40.84}
diff --git a/all_data_tasks/27/default.jsonl b/all_data_tasks/27/default.jsonl
index e23a313c8ee437cd8988d65b247d2ca2c9148e37..373773d0dd55ede976900a238f8cb2df2f848503 100644
--- a/all_data_tasks/27/default.jsonl
+++ b/all_data_tasks/27/default.jsonl
@@ -1,19 +1,14 @@
-{"index":5,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
-{"index":15,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
-{"index":9,"Rank":3,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":3,"Rank":4,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71}
-{"index":14,"Rank":5,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
-{"index":12,"Rank":6,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":27.04,"BlurbsClusteringP2P":34.38,"BlurbsClusteringS2S":15.81,"TenKGnadClusteringP2P":35.96,"TenKGnadClusteringS2S":22.0}
-{"index":4,"Rank":7,"Model":"gbert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":27.0,"BlurbsClusteringP2P":35.36,"BlurbsClusteringS2S":11.27,"TenKGnadClusteringP2P":37.16,"TenKGnadClusteringS2S":24.23}
-{"index":16,"Rank":8,"Model":"use-cmlm-multilingual<\/a>","Model Size (Million Parameters)":472,"Memory Usage (GB, fp32)":1.76,"Average":26.9,"BlurbsClusteringP2P":29.63,"BlurbsClusteringS2S":15.24,"TenKGnadClusteringP2P":37.1,"TenKGnadClusteringS2S":25.64}
-{"index":11,"Rank":9,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":26.3,"BlurbsClusteringP2P":32.46,"BlurbsClusteringS2S":14.33,"TenKGnadClusteringP2P":36.13,"TenKGnadClusteringS2S":22.26}
-{"index":13,"Rank":10,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.29,"BlurbsClusteringP2P":30.59,"BlurbsClusteringS2S":11.57,"TenKGnadClusteringP2P":44.88,"TenKGnadClusteringS2S":18.11}
-{"index":8,"Rank":11,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.71,"BlurbsClusteringP2P":27.0,"BlurbsClusteringS2S":14.85,"TenKGnadClusteringP2P":21.83,"TenKGnadClusteringS2S":27.16}
-{"index":17,"Rank":12,"Model":"gottbert-base<\/a>","Model Size (Million Parameters)":127,"Memory Usage (GB, fp32)":0.47,"Average":21.46,"BlurbsClusteringP2P":34.49,"BlurbsClusteringS2S":8.37,"TenKGnadClusteringP2P":33.66,"TenKGnadClusteringS2S":9.34}
-{"index":2,"Rank":13,"Model":"cross-en-de-roberta-sentence-transformer<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":19.49,"BlurbsClusteringP2P":30.82,"BlurbsClusteringS2S":12.69,"TenKGnadClusteringP2P":23.5,"TenKGnadClusteringS2S":10.94}
-{"index":18,"Rank":14,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":18.94,"BlurbsClusteringP2P":29.84,"BlurbsClusteringS2S":7.29,"TenKGnadClusteringP2P":32.46,"TenKGnadClusteringS2S":6.16}
-{"index":0,"Rank":15,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.62,"BlurbsClusteringP2P":17.47,"BlurbsClusteringS2S":7.96,"TenKGnadClusteringP2P":29.79,"TenKGnadClusteringS2S":11.27}
-{"index":10,"Rank":16,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":10.03,"BlurbsClusteringP2P":11.37,"BlurbsClusteringS2S":8.01,"TenKGnadClusteringP2P":15.89,"TenKGnadClusteringS2S":4.84}
-{"index":7,"Rank":17,"Model":"gelectra-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":9.23,"BlurbsClusteringP2P":13.96,"BlurbsClusteringS2S":7.57,"TenKGnadClusteringP2P":11.49,"TenKGnadClusteringS2S":3.91}
-{"index":6,"Rank":18,"Model":"gelectra-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":7.73,"BlurbsClusteringP2P":10.06,"BlurbsClusteringS2S":7.74,"TenKGnadClusteringP2P":9.02,"TenKGnadClusteringS2S":4.11}
-{"index":1,"Rank":19,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BlurbsClusteringP2P":"","BlurbsClusteringS2S":8.0,"TenKGnadClusteringP2P":"","TenKGnadClusteringS2S":""}
+{"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
+{"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
+{"Rank":3,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
+{"Rank":4,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":27.04,"BlurbsClusteringP2P":34.38,"BlurbsClusteringS2S":15.81,"TenKGnadClusteringP2P":35.96,"TenKGnadClusteringS2S":22.0}
+{"Rank":5,"Model":"gbert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":27.0,"BlurbsClusteringP2P":35.36,"BlurbsClusteringS2S":11.27,"TenKGnadClusteringP2P":37.16,"TenKGnadClusteringS2S":24.23}
+{"Rank":6,"Model":"use-cmlm-multilingual<\/a>","Model Size (Million Parameters)":472,"Memory Usage (GB, fp32)":1.76,"Average":26.9,"BlurbsClusteringP2P":29.63,"BlurbsClusteringS2S":15.24,"TenKGnadClusteringP2P":37.1,"TenKGnadClusteringS2S":25.64}
+{"Rank":7,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":26.3,"BlurbsClusteringP2P":32.46,"BlurbsClusteringS2S":14.33,"TenKGnadClusteringP2P":36.13,"TenKGnadClusteringS2S":22.26}
+{"Rank":8,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.29,"BlurbsClusteringP2P":30.59,"BlurbsClusteringS2S":11.57,"TenKGnadClusteringP2P":44.88,"TenKGnadClusteringS2S":18.11}
+{"Rank":9,"Model":"gottbert-base<\/a>","Model Size (Million Parameters)":127,"Memory Usage (GB, fp32)":0.47,"Average":21.46,"BlurbsClusteringP2P":34.49,"BlurbsClusteringS2S":8.37,"TenKGnadClusteringP2P":33.66,"TenKGnadClusteringS2S":9.34}
+{"Rank":10,"Model":"cross-en-de-roberta-sentence-transformer<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":19.49,"BlurbsClusteringP2P":30.82,"BlurbsClusteringS2S":12.69,"TenKGnadClusteringP2P":23.5,"TenKGnadClusteringS2S":10.94}
+{"Rank":11,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":18.94,"BlurbsClusteringP2P":29.84,"BlurbsClusteringS2S":7.29,"TenKGnadClusteringP2P":32.46,"TenKGnadClusteringS2S":6.16}
+{"Rank":12,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":10.03,"BlurbsClusteringP2P":11.37,"BlurbsClusteringS2S":8.01,"TenKGnadClusteringP2P":15.89,"TenKGnadClusteringS2S":4.84}
+{"Rank":13,"Model":"gelectra-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":9.23,"BlurbsClusteringP2P":13.96,"BlurbsClusteringS2S":7.57,"TenKGnadClusteringP2P":11.49,"TenKGnadClusteringS2S":3.91}
+{"Rank":14,"Model":"gelectra-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":7.73,"BlurbsClusteringP2P":10.06,"BlurbsClusteringS2S":7.74,"TenKGnadClusteringP2P":9.02,"TenKGnadClusteringS2S":4.11}
diff --git a/all_data_tasks/28/default.jsonl b/all_data_tasks/28/default.jsonl
index e6a0f1811b767f45750f0c6da521a89a1455e771..04b50a7f4e9e8f782683ab712b8b2666368f8315 100644
--- a/all_data_tasks/28/default.jsonl
+++ b/all_data_tasks/28/default.jsonl
@@ -1,53 +1,23 @@
-{"index":3,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.99,"AllegroReviews":65.0,"CBD":84.13,"MassiveIntentClassification (pl)":79.41,"MassiveScenarioClassification (pl)":81.93,"PAC":67.24,"PolEmo2.0-IN":90.42,"PolEmo2.0-OUT":77.77}
-{"index":22,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":34,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":2,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":1,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
-{"index":33,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
-{"index":39,"Rank":7,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.39,"AllegroReviews":47.49,"CBD":69.33,"MassiveIntentClassification (pl)":74.81,"MassiveScenarioClassification (pl)":77.84,"PAC":64.69,"PolEmo2.0-IN":76.84,"PolEmo2.0-OUT":53.72}
-{"index":26,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.82,"AllegroReviews":41.14,"CBD":69.9,"MassiveIntentClassification (pl)":65.07,"MassiveScenarioClassification (pl)":69.82,"PAC":70.37,"PolEmo2.0-IN":77.06,"PolEmo2.0-OUT":53.38}
-{"index":38,"Rank":9,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.92,"AllegroReviews":40.26,"CBD":68.11,"MassiveIntentClassification (pl)":72.31,"MassiveScenarioClassification (pl)":75.53,"PAC":65.87,"PolEmo2.0-IN":71.73,"PolEmo2.0-OUT":46.6}
-{"index":36,"Rank":10,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.07,"AllegroReviews":37.68,"CBD":66.15,"MassiveIntentClassification (pl)":72.01,"MassiveScenarioClassification (pl)":75.27,"PAC":63.77,"PolEmo2.0-IN":69.46,"PolEmo2.0-OUT":43.14}
-{"index":19,"Rank":11,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.44,"AllegroReviews":40.19,"CBD":67.69,"MassiveIntentClassification (pl)":68.2,"MassiveScenarioClassification (pl)":73.97,"PAC":66.55,"PolEmo2.0-IN":68.41,"PolEmo2.0-OUT":38.06}
-{"index":35,"Rank":12,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.52,"AllegroReviews":36.38,"CBD":65.54,"MassiveIntentClassification (pl)":70.93,"MassiveScenarioClassification (pl)":74.76,"PAC":64.5,"PolEmo2.0-IN":68.7,"PolEmo2.0-OUT":35.81}
-{"index":29,"Rank":13,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":59.26,"AllegroReviews":34.11,"CBD":68.35,"MassiveIntentClassification (pl)":65.53,"MassiveScenarioClassification (pl)":68.51,"PAC":68.4,"PolEmo2.0-IN":64.18,"PolEmo2.0-OUT":45.73}
-{"index":25,"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":59.01,"AllegroReviews":40.85,"CBD":62.66,"MassiveIntentClassification (pl)":61.04,"MassiveScenarioClassification (pl)":66.11,"PAC":70.87,"PolEmo2.0-IN":67.66,"PolEmo2.0-OUT":43.91}
-{"index":30,"Rank":15,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.99,"AllegroReviews":33.35,"CBD":68.51,"MassiveIntentClassification (pl)":66.63,"MassiveScenarioClassification (pl)":69.97,"PAC":66.26,"PolEmo2.0-IN":63.52,"PolEmo2.0-OUT":44.7}
-{"index":40,"Rank":16,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.55,"AllegroReviews":34.5,"CBD":70.27,"MassiveIntentClassification (pl)":64.81,"MassiveScenarioClassification (pl)":70.01,"PAC":64.6,"PolEmo2.0-IN":67.06,"PolEmo2.0-OUT":38.58}
-{"index":37,"Rank":17,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.73,"AllegroReviews":33.03,"CBD":64.24,"MassiveIntentClassification (pl)":67.35,"MassiveScenarioClassification (pl)":72.13,"PAC":63.11,"PolEmo2.0-IN":63.96,"PolEmo2.0-OUT":40.32}
-{"index":41,"Rank":18,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":57.49,"AllegroReviews":34.55,"CBD":67.48,"MassiveIntentClassification (pl)":65.93,"MassiveScenarioClassification (pl)":71.85,"PAC":63.25,"PolEmo2.0-IN":68.37,"PolEmo2.0-OUT":30.99}
-{"index":42,"Rank":19,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":57.39,"AllegroReviews":34.89,"CBD":65.71,"MassiveIntentClassification (pl)":59.71,"MassiveScenarioClassification (pl)":64.58,"PAC":68.11,"PolEmo2.0-IN":64.0,"PolEmo2.0-OUT":44.72}
-{"index":28,"Rank":20,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.05,"AllegroReviews":37.42,"CBD":63.25,"MassiveIntentClassification (pl)":57.4,"MassiveScenarioClassification (pl)":64.25,"PAC":70.55,"PolEmo2.0-IN":67.35,"PolEmo2.0-OUT":39.13}
-{"index":23,"Rank":21,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.34,"AllegroReviews":29.62,"CBD":63.83,"MassiveIntentClassification (pl)":65.86,"MassiveScenarioClassification (pl)":69.99,"PAC":73.87,"PolEmo2.0-IN":52.8,"PolEmo2.0-OUT":38.4}
-{"index":52,"Rank":22,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
-{"index":51,"Rank":23,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
-{"index":48,"Rank":24,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
-{"index":4,"Rank":25,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.66,"AllegroReviews":24.89,"CBD":53.78,"MassiveIntentClassification (pl)":31.77,"MassiveScenarioClassification (pl)":37.49,"PAC":57.14,"PolEmo2.0-IN":40.97,"PolEmo2.0-OUT":17.57}
-{"index":0,"Rank":26,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.99,"MassiveScenarioClassification (pl)":52.92,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":5,"Rank":27,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":27.62,"MassiveScenarioClassification (pl)":31.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":6,"Rank":28,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":33.17,"MassiveScenarioClassification (pl)":36.34,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":8,"Rank":30,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.23,"CBD":0.5,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.56,"PolEmo2.0-IN":0.37,"PolEmo2.0-OUT":0.3}
-{"index":9,"Rank":31,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.21,"CBD":0.54,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.63,"PolEmo2.0-IN":0.34,"PolEmo2.0-OUT":0.28}
-{"index":10,"Rank":32,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.22,"CBD":0.51,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.55,"PolEmo2.0-IN":0.39,"PolEmo2.0-OUT":0.29}
-{"index":11,"Rank":33,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.26,"CBD":0.55,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.58,"PolEmo2.0-IN":0.36,"PolEmo2.0-OUT":0.29}
-{"index":12,"Rank":34,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.22,"CBD":0.52,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.55,"PolEmo2.0-IN":0.35,"PolEmo2.0-OUT":0.3}
-{"index":13,"Rank":35,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.27,"CBD":0.58,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.65,"PolEmo2.0-IN":0.53,"PolEmo2.0-OUT":0.23}
-{"index":14,"Rank":36,"Model":"2024-06-19_22-27-15<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":21.69,"MassiveScenarioClassification (pl)":26.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":15,"Rank":37,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":38.21,"MassiveScenarioClassification (pl)":46.21,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":17,"Rank":39,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.2,"MassiveScenarioClassification (pl)":41.89,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":18,"Rank":40,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.62,"MassiveScenarioClassification (pl)":41.88,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":20,"Rank":41,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":60.07,"MassiveScenarioClassification (pl)":64.0,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":21,"Rank":42,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":50.48,"MassiveScenarioClassification (pl)":49.98,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":24,"Rank":43,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":74.85,"MassiveScenarioClassification (pl)":77.37,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":27,"Rank":44,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":73.65,"MassiveScenarioClassification (pl)":76.69,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":31,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.47,"MassiveScenarioClassification (pl)":45.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":32,"Rank":46,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":41.63,"MassiveScenarioClassification (pl)":41.63,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":43,"Rank":47,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.63,"MassiveScenarioClassification (pl)":44.72,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":46,"Rank":50,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":35.77,"MassiveScenarioClassification (pl)":36.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":49,"Rank":52,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":50,"Rank":53,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.64,"MassiveScenarioClassification (pl)":49.97,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":53,"Rank":54,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":54,"Rank":55,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.67,"MassiveScenarioClassification (pl)":45.2,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":55,"Rank":56,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":43.95,"MassiveScenarioClassification (pl)":49.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":56,"Rank":57,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":57,"Rank":58,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":62.36,"AllegroReviews":41.14,"AllegroReviews (pol-Latn)":41.04,"CBD":69.9,"CBD (pol-Latn)":69.84,"PAC":70.37,"PAC (pol-Latn)":70.33,"PolEmo2.0-IN":77.06,"PolEmo2.0-IN (pol-Latn)":77.06,"PolEmo2.0-OUT":53.38,"PolEmo2.0-OUT (pol-Latn)":53.48}
+{"Rank":2,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":57.17,"AllegroReviews":40.85,"AllegroReviews (pol-Latn)":40.78,"CBD":62.66,"CBD (pol-Latn)":62.6,"PAC":70.87,"PAC (pol-Latn)":70.87,"PolEmo2.0-IN":67.66,"PolEmo2.0-IN (pol-Latn)":67.59,"PolEmo2.0-OUT":43.91,"PolEmo2.0-OUT (pol-Latn)":43.93}
+{"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.53,"AllegroReviews":37.42,"AllegroReviews (pol-Latn)":37.33,"CBD":63.25,"CBD (pol-Latn)":63.33,"PAC":70.55,"PAC (pol-Latn)":70.48,"PolEmo2.0-IN":67.35,"PolEmo2.0-IN (pol-Latn)":67.31,"PolEmo2.0-OUT":39.13,"PolEmo2.0-OUT (pol-Latn)":39.17}
+{"Rank":4,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":55.48,"AllegroReviews":34.89,"AllegroReviews (pol-Latn)":34.86,"CBD":65.71,"CBD (pol-Latn)":65.74,"PAC":68.11,"PAC (pol-Latn)":68.09,"PolEmo2.0-IN":64.0,"PolEmo2.0-IN (pol-Latn)":63.91,"PolEmo2.0-OUT":44.72,"PolEmo2.0-OUT (pol-Latn)":44.76}
+{"Rank":5,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.07,"AllegroReviews":33.86,"AllegroReviews (pol-Latn)":33.89,"CBD":65.0,"CBD (pol-Latn)":64.97,"PAC":63.76,"PAC (pol-Latn)":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-IN (pol-Latn)":62.74,"PolEmo2.0-OUT":19.98,"PolEmo2.0-OUT (pol-Latn)":19.92}
+{"Rank":6,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":48.15,"AllegroReviews":30.88,"AllegroReviews (pol-Latn)":30.85,"CBD":57.68,"CBD (pol-Latn)":57.71,"PAC":65.76,"PAC (pol-Latn)":65.75,"PolEmo2.0-IN":57.76,"PolEmo2.0-IN (pol-Latn)":57.76,"PolEmo2.0-OUT":28.7,"PolEmo2.0-OUT (pol-Latn)":28.66}
+{"Rank":7,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":8,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":37.32,"CBD":null,"CBD (pol-Latn)":70.98,"PAC":null,"PAC (pol-Latn)":68.09,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":66.07,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":32.94}
+{"Rank":9,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AllegroReviews":34.11,"AllegroReviews (pol-Latn)":null,"CBD":68.35,"CBD (pol-Latn)":null,"PAC":68.4,"PAC (pol-Latn)":null,"PolEmo2.0-IN":64.18,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":45.73,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":10,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AllegroReviews":33.35,"AllegroReviews (pol-Latn)":null,"CBD":68.51,"CBD (pol-Latn)":null,"PAC":66.26,"PAC (pol-Latn)":null,"PolEmo2.0-IN":63.52,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":44.7,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":11,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AllegroReviews":34.5,"AllegroReviews (pol-Latn)":null,"CBD":70.27,"CBD (pol-Latn)":null,"PAC":64.6,"PAC (pol-Latn)":null,"PolEmo2.0-IN":67.06,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":38.58,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":12,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AllegroReviews":34.55,"AllegroReviews (pol-Latn)":null,"CBD":67.48,"CBD (pol-Latn)":null,"PAC":63.25,"PAC (pol-Latn)":null,"PolEmo2.0-IN":68.37,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":30.99,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":13,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":23.85,"CBD":null,"CBD (pol-Latn)":48.46,"PAC":null,"PAC (pol-Latn)":59.53,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":38.32,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":22.98}
+{"Rank":14,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":24.64,"CBD":null,"CBD (pol-Latn)":50.9,"PAC":null,"PAC (pol-Latn)":59.78,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":40.29,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":25.0}
+{"Rank":15,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":22.99,"CBD":null,"CBD (pol-Latn)":50.25,"PAC":null,"PAC (pol-Latn)":62.1,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":41.63,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":25.0}
+{"Rank":16,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":17,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":18,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"AllegroReviews":28.03,"AllegroReviews (pol-Latn)":null,"CBD":60.0,"CBD (pol-Latn)":null,"PAC":68.17,"PAC (pol-Latn)":null,"PolEmo2.0-IN":48.84,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":30.0,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":19,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":21,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":22,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":23,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
diff --git a/all_data_tasks/29/default.jsonl b/all_data_tasks/29/default.jsonl
index fecc7c6b8ec9fa435403623acf3c03196c3ffadf..6d29299e612a33acb2c6393574dc679bba061880 100644
--- a/all_data_tasks/29/default.jsonl
+++ b/all_data_tasks/29/default.jsonl
@@ -1,24 +1,23 @@
-{"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"8TagsClustering":51.36}
-{"index":22,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"index":34,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"index":1,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
-{"index":33,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
-{"index":26,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
-{"index":41,"Rank":7,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
-{"index":38,"Rank":8,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":33.08}
-{"index":19,"Rank":9,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":32.85}
-{"index":37,"Rank":10,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":31.77}
-{"index":40,"Rank":11,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.68}
-{"index":30,"Rank":12,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.49}
-{"index":39,"Rank":13,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":31.16}
-{"index":36,"Rank":14,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":30.62}
-{"index":35,"Rank":15,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":30.25}
-{"index":29,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
-{"index":52,"Rank":17,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
-{"index":25,"Rank":18,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
-{"index":28,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
-{"index":51,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
-{"index":23,"Rank":21,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":18.79}
-{"index":42,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
-{"index":48,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
-{"index":4,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":4.68}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
+{"Rank":2,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
+{"Rank":3,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.68}
+{"Rank":4,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.49}
+{"Rank":5,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
+{"Rank":6,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
+{"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
+{"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
+{"Rank":9,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
+{"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
+{"Rank":11,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
+{"Rank":12,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"8TagsClustering":null}
+{"Rank":13,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"8TagsClustering":null}
+{"Rank":14,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"8TagsClustering":null}
+{"Rank":15,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"8TagsClustering":null}
+{"Rank":16,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"8TagsClustering":null}
+{"Rank":17,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"8TagsClustering":null}
+{"Rank":18,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":null}
+{"Rank":19,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"8TagsClustering":null}
+{"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"8TagsClustering":null}
+{"Rank":21,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"8TagsClustering":null}
+{"Rank":22,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"8TagsClustering":null}
+{"Rank":23,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"8TagsClustering":null}
diff --git a/all_data_tasks/3/default.jsonl b/all_data_tasks/3/default.jsonl
index 4c0f2e5523778761b5a51a88bc9accddb3e11dc4..80ffbd841925016e1c5659a97c6e96210c32ad7a 100644
--- a/all_data_tasks/3/default.jsonl
+++ b/all_data_tasks/3/default.jsonl
@@ -1,199 +1,57 @@
-{"index":51,"Rank":1,"Model":"neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.49,"AskUbuntuDupQuestions":68.45,"MindSmallReranking":31.99,"SciDocsRR":89.26,"StackOverflowDupQuestions":56.26}
-{"index":17,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":61.42,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":33.36,"SciDocsRR":89.09,"StackOverflowDupQuestions":55.66}
-{"index":126,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.42,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":33.36,"SciDocsRR":89.09,"StackOverflowDupQuestions":55.66}
-{"index":205,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.42,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":33.36,"SciDocsRR":89.09,"StackOverflowDupQuestions":55.66}
-{"index":138,"Rank":5,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.21,"AskUbuntuDupQuestions":67.33,"MindSmallReranking":33.05,"SciDocsRR":89.2,"StackOverflowDupQuestions":55.25}
-{"index":96,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":60.64,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":32.72,"SciDocsRR":86.58,"StackOverflowDupQuestions":55.68}
-{"index":215,"Rank":7,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":60.54,"AskUbuntuDupQuestions":67.5,"MindSmallReranking":30.82,"SciDocsRR":87.26,"StackOverflowDupQuestions":56.58}
-{"index":219,"Rank":8,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.46,"AskUbuntuDupQuestions":66.73,"MindSmallReranking":32.51,"SciDocsRR":87.03,"StackOverflowDupQuestions":55.55}
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diff --git a/all_data_tasks/30/default.jsonl b/all_data_tasks/30/default.jsonl
index 03ddccc8e453898a7ed89693ccd103d10018beb1..f5cd8b5a3e42faa2c53f10489b18506947dad554 100644
--- a/all_data_tasks/30/default.jsonl
+++ b/all_data_tasks/30/default.jsonl
@@ -1,31 +1,23 @@
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diff --git a/all_data_tasks/31/default.jsonl b/all_data_tasks/31/default.jsonl
index 84f9b376201d2a9f173b78ae3e689f0a0a127f9b..643df4391399f084fd0bb15780c91dff0b65fc75 100644
--- a/all_data_tasks/31/default.jsonl
+++ b/all_data_tasks/31/default.jsonl
@@ -1,24 +1,23 @@
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+{"Rank":4,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":28.51,"ArguAna-PL":42.62,"ArguAna-PL (pol-Latn)":42.61,"DBPedia-PL":20.18,"FiQA-PL":14.68,"FiQA-PL (pol-Latn)":14.71,"HotpotQA-PL":29.36,"MSMARCO-PL":12.45,"NFCorpus-PL":18.53,"NFCorpus-PL (pol-Latn)":18.54,"NQ-PL":15.64,"Quora-PL":79.18,"SCIDOCS-PL":11.18,"SCIDOCS-PL (pol-Latn)":11.17,"SciFact-PL":41.53,"SciFact-PL (pol-Latn)":41.55,"TRECCOVID-PL":35.38,"TRECCOVID-PL (pol-Latn)":35.43}
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diff --git a/all_data_tasks/32/default.jsonl b/all_data_tasks/32/default.jsonl
index 39702d671ddef13478f8fa88bb6d8cea8e05b749..f4a3027693db50d2941d31560e89be8930cce1dc 100644
--- a/all_data_tasks/32/default.jsonl
+++ b/all_data_tasks/32/default.jsonl
@@ -1,51 +1,23 @@
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-{"index":34,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
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-{"index":23,"Rank":24,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.02,"CDSC-R":85.77,"SICK-R-PL":62.98,"STS22 (pl)":25.31}
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-{"index":9,"Rank":31,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.41,"SICK-R-PL":0.32,"STS22 (pl)":""}
-{"index":10,"Rank":32,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.57,"SICK-R-PL":0.39,"STS22 (pl)":""}
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-{"index":13,"Rank":35,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.65,"SICK-R-PL":0.55,"STS22 (pl)":""}
-{"index":15,"Rank":37,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.38}
-{"index":16,"Rank":38,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":36.37}
-{"index":17,"Rank":39,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":23.31}
-{"index":18,"Rank":40,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":14.91}
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diff --git a/all_data_tasks/33/default.jsonl b/all_data_tasks/33/default.jsonl
index a9d1ab184341508fa2d07f84f5c7a91f2a7dcae7..d2efe60de93c56eeca8f8b7fc5b011495104b438 100644
--- a/all_data_tasks/33/default.jsonl
+++ b/all_data_tasks/33/default.jsonl
@@ -1,47 +1,32 @@
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-{"index":31,"Rank":7,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
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-{"index":45,"Rank":10,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
-{"index":18,"Rank":11,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
-{"index":46,"Rank":12,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
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-{"index":28,"Rank":35,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":32,"Rank":36,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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-{"index":35,"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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-{"index":37,"Rank":40,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":38,"Rank":41,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":39,"Rank":42,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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-{"index":41,"Rank":44,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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-{"index":43,"Rank":46,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":44,"Rank":47,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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+{"Rank":2,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":62.42,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NoRecClassification (nob-Latn)":53.74,"NordicLangClassification":75.94,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":75.85,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
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+{"Rank":4,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.04,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NoRecClassification (nob-Latn)":37.93,"NordicLangClassification":54.71,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":54.7,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
+{"Rank":5,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":6,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":52.05,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":63.6,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":7,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NoRecClassification (nob-Latn)":"","NordicLangClassification":62.45,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.56,"ScalaNbClassification":53.63}
+{"Rank":8,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NoRecClassification (nob-Latn)":"","NordicLangClassification":44.53,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":52.44,"ScalaNbClassification":52.41}
+{"Rank":9,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NoRecClassification (nob-Latn)":"","NordicLangClassification":51.45,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":55.74,"ScalaNbClassification":50.34}
+{"Rank":10,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NoRecClassification (nob-Latn)":"","NordicLangClassification":84.69,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.41,"ScalaNbClassification":62.25}
+{"Rank":11,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NoRecClassification (nob-Latn)":"","NordicLangClassification":85.27,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":62.58,"ScalaNbClassification":66.97}
+{"Rank":12,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NoRecClassification (nob-Latn)":"","NordicLangClassification":77.68,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":58.78,"ScalaNbClassification":58.95}
+{"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NoRecClassification (nob-Latn)":"","NordicLangClassification":59.34,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.42,"ScalaNbClassification":50.18}
+{"Rank":14,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NoRecClassification (nob-Latn)":"","NordicLangClassification":58.3,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.26,"ScalaNbClassification":50.13}
+{"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NoRecClassification (nob-Latn)":"","NordicLangClassification":53.47,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.57,"ScalaNbClassification":50.03}
+{"Rank":16,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NoRecClassification (nob-Latn)":"","NordicLangClassification":57.82,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":53.25,"ScalaNbClassification":75.28}
+{"Rank":17,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":"","MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NoRecClassification (nob-Latn)":"","NordicLangClassification":82.67,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":59.33,"ScalaNbClassification":60.19}
+{"Rank":18,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":"","MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NoRecClassification (nob-Latn)":"","NordicLangClassification":84.25,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":58.85,"ScalaNbClassification":66.79}
+{"Rank":19,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NoRecClassification (nob-Latn)":45.45,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":35.39,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NoRecClassification (nob-Latn)":37.73,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":54.17,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":38.34,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":50.15,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":22,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":24,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
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+{"Rank":26,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":46.7,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":42.52,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":27,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":50.32,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":41.57,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":28,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":29,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":30,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":31,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NoRecClassification (nob-Latn)":"","NordicLangClassification":74.25,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.79,"ScalaNbClassification":59.99}
+{"Rank":32,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NoRecClassification (nob-Latn)":"","NordicLangClassification":79.39,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.75,"ScalaNbClassification":58.33}
diff --git a/all_data_tasks/34/default.jsonl b/all_data_tasks/34/default.jsonl
index c06fa30f294e52b07f25d7f6c6f1923b938f13af..d0d84bec7f740f26c57813b82231cb3076a39437 100644
--- a/all_data_tasks/34/default.jsonl
+++ b/all_data_tasks/34/default.jsonl
@@ -1,128 +1,56 @@
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diff --git a/all_data_tasks/35/default.jsonl b/all_data_tasks/35/default.jsonl
index 993221a1dca3688768d0cfe4c8c98dce335768d6..0e6bc0c5f1e3bcc7b8685490bf76f82f8745df46 100644
--- a/all_data_tasks/35/default.jsonl
+++ b/all_data_tasks/35/default.jsonl
@@ -1,269 +1,101 @@
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-{"index":153,"Rank":5,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.07,"STS17 (ar-ar)":73.03,"STS17 (en-ar)":57.41,"STS17 (en-de)":77.24,"STS17 (en-tr)":55.97,"STS17 (es-en)":72.44,"STS17 (es-es)":84.84,"STS17 (fr-en)":72.29,"STS17 (it-en)":77.33,"STS17 (ko-ko)":78.87,"STS17 (nl-en)":75.38,"STS22 (ar)":56.65,"STS22 (de)":53.45,"STS22 (de-en)":56.49,"STS22 (de-fr)":60.57,"STS22 (de-pl)":28.24,"STS22 (es)":66.88,"STS22 (es-en)":74.57,"STS22 (es-it)":71.81,"STS22 (fr)":76.58,"STS22 (fr-pl)":84.52,"STS22 (it)":76.53,"STS22 (pl)":35.8,"STS22 (pl-en)":72.69,"STS22 (ru)":59.9,"STS22 (tr)":63.71,"STS22 (zh-en)":63.74,"STSBenchmark":84.01}
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-{"index":4,"Rank":31,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":6,"Rank":33,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.22}
-{"index":7,"Rank":34,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":8,"Rank":35,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86}
-{"index":9,"Rank":36,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56}
-{"index":10,"Rank":37,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":12,"Rank":38,"Model":"Arabic_text_embedding_for_sts<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":85.05,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":13,"Rank":39,"Model":"arabic_text_embedding_sts_arabertv02_arabicnlitriplet<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":84.96,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":14,"Rank":40,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":15,"Rank":41,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":16,"Rank":42,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35}
-{"index":17,"Rank":43,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38}
-{"index":18,"Rank":44,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":19,"Rank":45,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04}
-{"index":20,"Rank":46,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07}
-{"index":21,"Rank":47,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":22,"Rank":48,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42}
-{"index":23,"Rank":49,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":24,"Rank":50,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25}
-{"index":25,"Rank":51,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86}
-{"index":26,"Rank":52,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":27,"Rank":53,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":28,"Rank":54,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":29,"Rank":55,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":30,"Rank":56,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58}
-{"index":31,"Rank":57,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.55}
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-{"index":39,"Rank":65,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.1}
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-{"index":41,"Rank":67,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57}
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-{"index":43,"Rank":69,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":44,"Rank":70,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":45,"Rank":71,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":46,"Rank":72,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":48,"Rank":74,"Model":"neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.91}
-{"index":50,"Rank":75,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.14,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":51,"Rank":76,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":53,"Rank":78,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.57,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":54,"Rank":79,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81}
-{"index":56,"Rank":80,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72}
-{"index":57,"Rank":81,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32}
-{"index":58,"Rank":82,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05}
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-{"index":62,"Rank":86,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16}
-{"index":63,"Rank":87,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36}
-{"index":64,"Rank":88,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34}
-{"index":65,"Rank":89,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":66,"Rank":90,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":67,"Rank":91,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72}
-{"index":68,"Rank":92,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79}
-{"index":69,"Rank":93,"Model":"test24<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93}
-{"index":70,"Rank":94,"Model":"test25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61}
-{"index":71,"Rank":95,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59}
-{"index":74,"Rank":96,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":75,"Rank":97,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39}
-{"index":76,"Rank":98,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":77,"Rank":99,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":78,"Rank":100,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":79,"Rank":101,"Model":"Arabic-Triplet-Matryoshka-V2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":85.31,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":80,"Rank":102,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":82.4,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":51.38,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":81,"Rank":103,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":82.47,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":57.26,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":82,"Rank":104,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":79.93,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.44,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":83,"Rank":105,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":82.18,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.08,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":84,"Rank":106,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":85,"Rank":107,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":36.78,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":86,"Rank":108,"Model":"e5-large-v2-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":87,"Rank":109,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.83}
-{"index":88,"Rank":110,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6}
-{"index":89,"Rank":111,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0}
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-{"index":92,"Rank":114,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1}
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-{"index":94,"Rank":116,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
-{"index":95,"Rank":117,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18}
-{"index":96,"Rank":118,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32}
-{"index":97,"Rank":119,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5}
-{"index":98,"Rank":120,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38}
-{"index":99,"Rank":121,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
-{"index":100,"Rank":122,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":101,"Rank":123,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":102,"Rank":124,"Model":"UAE-Large-V1-Q5_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
-{"index":104,"Rank":125,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94}
-{"index":105,"Rank":126,"Model":"bge-large-en-v1.5-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":106,"Rank":127,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32}
-{"index":107,"Rank":128,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.4}
-{"index":108,"Rank":129,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.3}
-{"index":109,"Rank":130,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.08}
-{"index":110,"Rank":131,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98}
-{"index":111,"Rank":132,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":112,"Rank":133,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
-{"index":113,"Rank":134,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29}
-{"index":114,"Rank":135,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":73.13,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":116,"Rank":136,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85}
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-{"index":118,"Rank":138,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
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-{"index":123,"Rank":143,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2}
-{"index":124,"Rank":144,"Model":"mxbai-embed-large-v1-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1}
-{"index":125,"Rank":145,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.98}
-{"index":126,"Rank":146,"Model":"jina-embeddings-v2-base-en-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
-{"index":127,"Rank":147,"Model":"jina-embeddings-v2-small-en-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
-{"index":128,"Rank":148,"Model":"stella-base-en-v2-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45}
-{"index":129,"Rank":149,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23}
-{"index":130,"Rank":150,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":131,"Rank":151,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
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-{"index":134,"Rank":153,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":135,"Rank":154,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":48.52,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":136,"Rank":155,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":137,"Rank":156,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":138,"Rank":157,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43}
-{"index":139,"Rank":158,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
-{"index":140,"Rank":159,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56}
-{"index":141,"Rank":160,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":142,"Rank":161,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45}
-{"index":143,"Rank":162,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.18}
-{"index":144,"Rank":163,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
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-{"index":158,"Rank":172,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71}
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-{"index":166,"Rank":179,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
-{"index":167,"Rank":180,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
-{"index":168,"Rank":181,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
-{"index":169,"Rank":182,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":170,"Rank":183,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":171,"Rank":184,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":172,"Rank":185,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":173,"Rank":186,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":174,"Rank":187,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
-{"index":175,"Rank":188,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5}
-{"index":176,"Rank":189,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.46}
-{"index":177,"Rank":190,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
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-{"index":192,"Rank":205,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38}
-{"index":193,"Rank":206,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":194,"Rank":207,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":69.44,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":195,"Rank":208,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":37.93,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":196,"Rank":209,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":65.71,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":197,"Rank":210,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":198,"Rank":211,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
-{"index":199,"Rank":212,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.96}
-{"index":200,"Rank":213,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28}
-{"index":201,"Rank":214,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8}
-{"index":202,"Rank":215,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14}
-{"index":203,"Rank":216,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
-{"index":204,"Rank":217,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
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-{"index":229,"Rank":234,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97}
-{"index":230,"Rank":235,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":231,"Rank":236,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42}
-{"index":232,"Rank":237,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":79.1,"STS17 (en-ar)":80.85,"STS17 (en-de)":83.28,"STS17 (en-tr)":74.9,"STS17 (es-en)":86.11,"STS17 (es-es)":85.14,"STS17 (fr-en)":81.17,"STS17 (it-en)":84.24,"STS17 (ko-ko)":83.41,"STS17 (nl-en)":82.51,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.3,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.64,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.82}
-{"index":236,"Rank":238,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01}
-{"index":237,"Rank":239,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":27.95,"STS22 (de)":8.16,"STS22 (de-en)":21.55,"STS22 (de-fr)":17.5,"STS22 (de-pl)":25.53,"STS22 (es)":45.31,"STS22 (es-en)":42.77,"STS22 (es-it)":32.83,"STS22 (fr)":42.0,"STS22 (fr-pl)":39.44,"STS22 (it)":39.69,"STS22 (pl)":9.71,"STS22 (pl-en)":42.08,"STS22 (ru)":60.06,"STS22 (tr)":15.46,"STS22 (zh-en)":31.25,"STSBenchmark":""}
-{"index":239,"Rank":240,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":240,"Rank":241,"Model":"gte-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.73}
-{"index":241,"Rank":242,"Model":"gte-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.07}
-{"index":242,"Rank":243,"Model":"gte-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.57}
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-{"index":244,"Rank":245,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
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-{"index":249,"Rank":250,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77}
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-{"index":253,"Rank":254,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":255,"Rank":256,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92}
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-{"index":257,"Rank":258,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45}
-{"index":258,"Rank":259,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13}
-{"index":259,"Rank":260,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99}
-{"index":260,"Rank":261,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78}
-{"index":261,"Rank":262,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32}
-{"index":262,"Rank":263,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02}
-{"index":263,"Rank":264,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08}
-{"index":264,"Rank":265,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
-{"index":265,"Rank":266,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34}
-{"index":266,"Rank":267,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56}
-{"index":267,"Rank":268,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
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+{"Rank":2,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":44.27,"STS17 (ar-ar)":50.89,"STS17 (en-ar)":-4.28,"STS17 (en-de)":35.82,"STS17 (en-tr)":4.5,"STS17 (es-en)":16.31,"STS17 (es-es)":76.12,"STS17 (fr-en)":37.09,"STS17 (it-en)":24.45,"STS17 (ko-ko)":43.39,"STS17 (nl-en)":29.0,"STS22 (ar)":22.64,"STS22 (de)":31.04,"STS22 (de-en)":44.04,"STS22 (de-fr)":30.07,"STS22 (de-pl)":4.93,"STS22 (es)":54.78,"STS22 (es-en)":53.42,"STS22 (es-it)":44.27,"STS22 (fr)":77.0,"STS22 (fr-pl)":50.71,"STS22 (it)":60.4,"STS22 (pl)":26.77,"STS22 (pl-en)":32.8,"STS22 (ru)":14.72,"STS22 (tr)":33.69,"STS22 (zh-en)":41.64,"STSBenchmark":82.03,"STSBenchmarkMultilingualSTS (cmn-Hans)":39.74,"STSBenchmarkMultilingualSTS (deu-Latn)":62.4,"STSBenchmarkMultilingualSTS (en)":82.03,"STSBenchmarkMultilingualSTS (fr)":64.93,"STSBenchmarkMultilingualSTS (fra-Latn)":64.93,"STSBenchmarkMultilingualSTS (ita-Latn)":59.24,"STSBenchmarkMultilingualSTS (nld-Latn)":55.46,"STSBenchmarkMultilingualSTS (pol-Latn)":56.42,"STSBenchmarkMultilingualSTS (por-Latn)":61.56,"STSBenchmarkMultilingualSTS (rus-Cyrl)":55.55,"STSBenchmarkMultilingualSTS (spa-Latn)":61.62}
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+{"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.99,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":5,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.85,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":6,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.74,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":79.72,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":7,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":76.43,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":8,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":79.99,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":79.02,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":9,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.22,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":10,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":83.02,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":11,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":12,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":13,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":82.72,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":14,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","STS17 (ar-ar)":67.47,"STS17 (en-ar)":65.05,"STS17 (en-de)":66.66,"STS17 (en-tr)":70.05,"STS17 (es-en)":55.3,"STS17 (es-es)":79.67,"STS17 (fr-en)":70.82,"STS17 (it-en)":70.98,"STS17 (ko-ko)":70.52,"STS17 (nl-en)":68.12,"STS22 (ar)":42.57,"STS22 (de)":25.69,"STS22 (de-en)":32.35,"STS22 (de-fr)":37.41,"STS22 (de-pl)":15.67,"STS22 (es)":54.92,"STS22 (es-en)":54.34,"STS22 (es-it)":42.21,"STS22 (fr)":58.61,"STS22 (fr-pl)":39.44,"STS22 (it)":60.31,"STS22 (pl)":18.34,"STS22 (pl-en)":53.63,"STS22 (ru)":39.24,"STS22 (tr)":36.97,"STS22 (zh-en)":46.19,"STSBenchmark":69.77,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":69.82,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":15,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
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+{"Rank":17,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":76.48,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":18,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":81.84,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":61.6,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":53.76,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":21,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":66.71,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":22,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":52.25,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":23,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":52.25,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":24,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":52.25,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":25,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.1,"STSBenchmarkMultilingualSTS (cmn-Hans)":75.27,"STSBenchmarkMultilingualSTS (deu-Latn)":77.57,"STSBenchmarkMultilingualSTS (en)":83.12,"STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":77.48,"STSBenchmarkMultilingualSTS (ita-Latn)":76.24,"STSBenchmarkMultilingualSTS (nld-Latn)":74.83,"STSBenchmarkMultilingualSTS (pol-Latn)":74.67,"STSBenchmarkMultilingualSTS (por-Latn)":76.61,"STSBenchmarkMultilingualSTS (rus-Cyrl)":76.19,"STSBenchmarkMultilingualSTS (spa-Latn)":79.51}
+{"Rank":26,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":27,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":28,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":29,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.44,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":30,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":31,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":32,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":33,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":34,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":79.23,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":35,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":36,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":37,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":38,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":73.02,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":39,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":40,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":41,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":81.64,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":42,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":85.79,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":43,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":81.81,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":44,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":82.96,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":45,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":58.45,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":46,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":65.37,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":37.14,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":47,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":33.41,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
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+{"Rank":49,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":52.25,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":50,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":54.97,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":51,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":69.82,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":61.87,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":84.25,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":52,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":34.07,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64,"STSBenchmarkMultilingualSTS (cmn-Hans)":79.87,"STSBenchmarkMultilingualSTS (deu-Latn)":79.68,"STSBenchmarkMultilingualSTS (en)":85.64,"STSBenchmarkMultilingualSTS (fr)":80.62,"STSBenchmarkMultilingualSTS (fra-Latn)":80.85,"STSBenchmarkMultilingualSTS (ita-Latn)":78.09,"STSBenchmarkMultilingualSTS (nld-Latn)":75.96,"STSBenchmarkMultilingualSTS (pol-Latn)":74.93,"STSBenchmarkMultilingualSTS (por-Latn)":67.16,"STSBenchmarkMultilingualSTS (rus-Cyrl)":79.33,"STSBenchmarkMultilingualSTS (spa-Latn)":81.75}
+{"Rank":53,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":34.66,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.29,"STSBenchmarkMultilingualSTS (cmn-Hans)":81.22,"STSBenchmarkMultilingualSTS (deu-Latn)":84.27,"STSBenchmarkMultilingualSTS (en)":87.29,"STSBenchmarkMultilingualSTS (fr)":82.53,"STSBenchmarkMultilingualSTS (fra-Latn)":83.28,"STSBenchmarkMultilingualSTS (ita-Latn)":81.75,"STSBenchmarkMultilingualSTS (nld-Latn)":81.63,"STSBenchmarkMultilingualSTS (pol-Latn)":81.06,"STSBenchmarkMultilingualSTS (por-Latn)":73.31,"STSBenchmarkMultilingualSTS (rus-Cyrl)":83.05,"STSBenchmarkMultilingualSTS (spa-Latn)":83.81}
+{"Rank":54,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":35.8,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.11,"STSBenchmarkMultilingualSTS (cmn-Hans)":78.49,"STSBenchmarkMultilingualSTS (deu-Latn)":79.17,"STSBenchmarkMultilingualSTS (en)":84.11,"STSBenchmarkMultilingualSTS (fr)":79.32,"STSBenchmarkMultilingualSTS (fra-Latn)":79.2,"STSBenchmarkMultilingualSTS (ita-Latn)":78.21,"STSBenchmarkMultilingualSTS (nld-Latn)":76.04,"STSBenchmarkMultilingualSTS (pol-Latn)":72.61,"STSBenchmarkMultilingualSTS (por-Latn)":77.39,"STSBenchmarkMultilingualSTS (rus-Cyrl)":78.24,"STSBenchmarkMultilingualSTS (spa-Latn)":80.31}
+{"Rank":55,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":56,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":38.69,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":49.97,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":58,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":61.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":36.78,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":59,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":60,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":61,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":62,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":63,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":64,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":65,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":66,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":67,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":68,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":58.71,"STS17 (en-ar)":0.54,"STS17 (en-de)":27.54,"STS17 (en-tr)":0.43,"STS17 (es-en)":22.01,"STS17 (es-es)":78.37,"STS17 (fr-en)":30.7,"STS17 (it-en)":24.28,"STS17 (ko-ko)":43.37,"STS17 (nl-en)":24.51,"STS22 (ar)":17.54,"STS22 (de)":22.53,"STS22 (de-en)":42.86,"STS22 (de-fr)":43.52,"STS22 (de-pl)":1.63,"STS22 (es)":43.98,"STS22 (es-en)":53.99,"STS22 (es-it)":40.71,"STS22 (fr)":69.51,"STS22 (fr-pl)":16.9,"STS22 (it)":47.48,"STS22 (pl)":19.22,"STS22 (pl-en)":42.67,"STS22 (ru)":11.19,"STS22 (tr)":21.6,"STS22 (zh-en)":44.39,"STSBenchmark":83.09,"STSBenchmarkMultilingualSTS (cmn-Hans)":38.93,"STSBenchmarkMultilingualSTS (deu-Latn)":63.28,"STSBenchmarkMultilingualSTS (en)":83.09,"STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":66.68,"STSBenchmarkMultilingualSTS (ita-Latn)":60.71,"STSBenchmarkMultilingualSTS (nld-Latn)":60.03,"STSBenchmarkMultilingualSTS (pol-Latn)":60.2,"STSBenchmarkMultilingualSTS (por-Latn)":63.85,"STSBenchmarkMultilingualSTS (rus-Cyrl)":56.09,"STSBenchmarkMultilingualSTS (spa-Latn)":65.33}
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+{"Rank":71,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":72,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":13.78,"STS17 (en-ar)":9.08,"STS17 (en-de)":-3.11,"STS17 (en-tr)":-0.45,"STS17 (es-en)":-8.18,"STS17 (es-es)":48.23,"STS17 (fr-en)":5.81,"STS17 (it-en)":3.64,"STS17 (ko-ko)":2.54,"STS17 (nl-en)":0.44,"STS22 (ar)":32.42,"STS22 (de)":33.04,"STS22 (de-en)":28.65,"STS22 (de-fr)":14.77,"STS22 (de-pl)":11.21,"STS22 (es)":48.53,"STS22 (es-en)":26.97,"STS22 (es-it)":41.1,"STS22 (fr)":49.43,"STS22 (fr-pl)":39.44,"STS22 (it)":57.77,"STS22 (pl)":12.47,"STS22 (pl-en)":45.55,"STS22 (ru)":19.44,"STS22 (tr)":47.38,"STS22 (zh-en)":14.05,"STSBenchmark":61.55,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":73,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":77.34,"STS17 (en-ar)":77.46,"STS17 (en-de)":80.24,"STS17 (en-tr)":74.34,"STS17 (es-en)":77.4,"STS17 (es-es)":83.71,"STS17 (fr-en)":79.28,"STS17 (it-en)":80.82,"STS17 (ko-ko)":76.4,"STS17 (nl-en)":80.51,"STS22 (ar)":49.04,"STS22 (de)":35.73,"STS22 (de-en)":47.51,"STS22 (de-fr)":60.76,"STS22 (de-pl)":36.09,"STS22 (es)":59.34,"STS22 (es-en)":68.96,"STS22 (es-it)":63.28,"STS22 (fr)":76.41,"STS22 (fr-pl)":61.98,"STS22 (it)":65.1,"STS22 (pl)":34.58,"STS22 (pl-en)":71.33,"STS22 (ru)":52.4,"STS22 (tr)":54.07,"STS22 (zh-en)":61.75,"STSBenchmark":80.75,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":77.49,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":74,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":75,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":10.19,"STS17 (en-ar)":-5.77,"STS17 (en-de)":67.43,"STS17 (en-tr)":8.75,"STS17 (es-en)":54.96,"STS17 (es-es)":82.74,"STS17 (fr-en)":60.5,"STS17 (it-en)":46.26,"STS17 (ko-ko)":8.96,"STS17 (nl-en)":47.48,"STS22 (ar)":34.97,"STS22 (de)":51.7,"STS22 (de-en)":48.76,"STS22 (de-fr)":57.5,"STS22 (de-pl)":32.76,"STS22 (es)":57.49,"STS22 (es-en)":67.76,"STS22 (es-it)":57.18,"STS22 (fr)":78.7,"STS22 (fr-pl)":61.98,"STS22 (it)":67.67,"STS22 (pl)":30.68,"STS22 (pl-en)":54.17,"STS22 (ru)":15.36,"STS22 (tr)":58.12,"STS22 (zh-en)":29.42,"STSBenchmark":77.6,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":76,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":9.06,"STS17 (en-ar)":-3.22,"STS17 (en-de)":70.38,"STS17 (en-tr)":17.17,"STS17 (es-en)":60.24,"STS17 (es-es)":81.93,"STS17 (fr-en)":62.17,"STS17 (it-en)":59.11,"STS17 (ko-ko)":8.9,"STS17 (nl-en)":56.91,"STS22 (ar)":37.66,"STS22 (de)":50.58,"STS22 (de-en)":53.63,"STS22 (de-fr)":55.72,"STS22 (de-pl)":27.99,"STS22 (es)":59.14,"STS22 (es-en)":69.99,"STS22 (es-it)":60.94,"STS22 (fr)":79.43,"STS22 (fr-pl)":61.98,"STS22 (it)":67.14,"STS22 (pl)":33.74,"STS22 (pl-en)":60.18,"STS22 (ru)":32.69,"STS22 (tr)":55.79,"STS22 (zh-en)":28.85,"STSBenchmark":77.65,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":77,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":78,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":79,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":63.85,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":80,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42,"STSBenchmarkMultilingualSTS (cmn-Hans)":80.47,"STSBenchmarkMultilingualSTS (deu-Latn)":78.87,"STSBenchmarkMultilingualSTS (en)":84.42,"STSBenchmarkMultilingualSTS (fr)":79.9,"STSBenchmarkMultilingualSTS (fra-Latn)":79.9,"STSBenchmarkMultilingualSTS (ita-Latn)":80.39,"STSBenchmarkMultilingualSTS (nld-Latn)":79.54,"STSBenchmarkMultilingualSTS (pol-Latn)":78.29,"STSBenchmarkMultilingualSTS (por-Latn)":80.16,"STSBenchmarkMultilingualSTS (rus-Cyrl)":79.32,"STSBenchmarkMultilingualSTS (spa-Latn)":81.1}
+{"Rank":81,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":79.1,"STS17 (en-ar)":80.85,"STS17 (en-de)":83.28,"STS17 (en-tr)":74.9,"STS17 (es-en)":86.11,"STS17 (es-es)":85.14,"STS17 (fr-en)":81.17,"STS17 (it-en)":84.24,"STS17 (ko-ko)":83.41,"STS17 (nl-en)":82.51,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.3,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.64,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.82,"STSBenchmarkMultilingualSTS (cmn-Hans)":81.98,"STSBenchmarkMultilingualSTS (deu-Latn)":83.56,"STSBenchmarkMultilingualSTS (en)":86.82,"STSBenchmarkMultilingualSTS (fr)":84.69,"STSBenchmarkMultilingualSTS (fra-Latn)":84.69,"STSBenchmarkMultilingualSTS (ita-Latn)":84.09,"STSBenchmarkMultilingualSTS (nld-Latn)":83.36,"STSBenchmarkMultilingualSTS (pol-Latn)":81.46,"STSBenchmarkMultilingualSTS (por-Latn)":84.0,"STSBenchmarkMultilingualSTS (rus-Cyrl)":82.45,"STSBenchmarkMultilingualSTS (spa-Latn)":84.61}
+{"Rank":82,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":13.36,"STS17 (en-ar)":-5.65,"STS17 (en-de)":67.11,"STS17 (en-tr)":-0.02,"STS17 (es-en)":47.72,"STS17 (es-es)":79.94,"STS17 (fr-en)":56.61,"STS17 (it-en)":30.46,"STS17 (ko-ko)":10.06,"STS17 (nl-en)":36.46,"STS22 (ar)":31.2,"STS22 (de)":42.08,"STS22 (de-en)":46.9,"STS22 (de-fr)":55.04,"STS22 (de-pl)":33.94,"STS22 (es)":53.81,"STS22 (es-en)":65.19,"STS22 (es-it)":55.29,"STS22 (fr)":77.69,"STS22 (fr-pl)":28.17,"STS22 (it)":60.65,"STS22 (pl)":24.42,"STS22 (pl-en)":42.97,"STS22 (ru)":12.13,"STS22 (tr)":40.45,"STS22 (zh-en)":20.15,"STSBenchmark":85.52,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":74.04,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":83,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":10.75,"STS17 (en-ar)":-4.71,"STS17 (en-de)":73.62,"STS17 (en-tr)":-0.42,"STS17 (es-en)":62.62,"STS17 (es-es)":82.74,"STS17 (fr-en)":67.86,"STS17 (it-en)":51.86,"STS17 (ko-ko)":9.44,"STS17 (nl-en)":45.95,"STS22 (ar)":27.01,"STS22 (de)":43.73,"STS22 (de-en)":49.93,"STS22 (de-fr)":61.58,"STS22 (de-pl)":38.83,"STS22 (es)":57.68,"STS22 (es-en)":68.09,"STS22 (es-it)":61.58,"STS22 (fr)":75.01,"STS22 (fr-pl)":5.63,"STS22 (it)":62.01,"STS22 (pl)":25.0,"STS22 (pl-en)":51.72,"STS22 (ru)":14.21,"STS22 (tr)":47.3,"STS22 (zh-en)":23.1,"STSBenchmark":85.36,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":77.59,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":84,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":11.13,"STS17 (en-ar)":-3.93,"STS17 (en-de)":79.04,"STS17 (en-tr)":13.61,"STS17 (es-en)":71.72,"STS17 (es-es)":83.42,"STS17 (fr-en)":71.38,"STS17 (it-en)":69.5,"STS17 (ko-ko)":9.61,"STS17 (nl-en)":66.12,"STS22 (ar)":29.6,"STS22 (de)":47.72,"STS22 (de-en)":49.64,"STS22 (de-fr)":62.21,"STS22 (de-pl)":34.34,"STS22 (es)":58.16,"STS22 (es-en)":69.15,"STS22 (es-it)":65.26,"STS22 (fr)":77.49,"STS22 (fr-pl)":50.71,"STS22 (it)":66.91,"STS22 (pl)":27.04,"STS22 (pl-en)":58.85,"STS22 (ru)":26.63,"STS22 (tr)":43.36,"STS22 (zh-en)":29.0,"STSBenchmark":83.93,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":79.42,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":85,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":81.24,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":86,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":81.81,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":87,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":78.12,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":88,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":83.48,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":89,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":75.48,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":90,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":78.16,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":91,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":46.23,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":92,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":42.32,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":93,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":94,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":95,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":96,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":97,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":77.55,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":98,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":99,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":100,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":101,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
diff --git a/all_data_tasks/36/default.jsonl b/all_data_tasks/36/default.jsonl
index fc1ab7fecf6313928e1c3f8403e089cdb5b2998d..f8e7b0c80b54ecdeb6458ec3951d80e63e33b160 100644
--- a/all_data_tasks/36/default.jsonl
+++ b/all_data_tasks/36/default.jsonl
@@ -1,30 +1,36 @@
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-{"index":26,"Rank":2,"Model":"text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92}
-{"index":12,"Rank":3,"Model":"GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12}
-{"index":27,"Rank":4,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11}
-{"index":16,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.41,"ARCChallenge":17.81,"AlphaNLI":26.12,"HellaSwag":34.85,"PIQA":39.37,"Quail":7.01,"RARbCode":78.46,"RARbMath":72.16,"SIQA":5.42,"SpartQA":9.92,"TempReasonL1":3.31,"TempReasonL2Fact":36.9,"TempReasonL2Pure":9.18,"TempReasonL3Fact":30.18,"TempReasonL3Pure":14.31,"WinoGrande":41.21}
-{"index":17,"Rank":6,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18}
-{"index":10,"Rank":7,"Model":"Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02}
-{"index":29,"Rank":8,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53}
-{"index":11,"Rank":9,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01}
-{"index":25,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.57,"ARCChallenge":13.3,"AlphaNLI":25.65,"HellaSwag":29.29,"PIQA":31.02,"Quail":5.83,"RARbCode":83.39,"RARbMath":73.21,"SIQA":3.14,"SpartQA":4.23,"TempReasonL1":1.68,"TempReasonL2Fact":19.93,"TempReasonL2Pure":2.6,"TempReasonL3Fact":18.02,"TempReasonL3Pure":7.58,"WinoGrande":19.65}
-{"index":28,"Rank":11,"Model":"text-embedding-3-small-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.09,"ARCChallenge":13.76,"AlphaNLI":21.14,"HellaSwag":27.2,"PIQA":29.59,"Quail":6.64,"RARbCode":72.14,"RARbMath":64.31,"SIQA":2.98,"SpartQA":3.58,"TempReasonL1":2.29,"TempReasonL2Fact":26.34,"TempReasonL2Pure":3.17,"TempReasonL3Fact":22.72,"TempReasonL3Pure":9.98,"WinoGrande":25.49}
-{"index":7,"Rank":12,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":21.48,"ARCChallenge":9.02,"AlphaNLI":24.73,"HellaSwag":25.67,"PIQA":22.93,"Quail":7.51,"RARbCode":38.8,"RARbMath":69.19,"SIQA":4.89,"SpartQA":7.49,"TempReasonL1":0.99,"TempReasonL2Fact":33.23,"TempReasonL2Pure":0.68,"TempReasonL3Fact":30.05,"TempReasonL3Pure":5.28,"WinoGrande":41.72}
-{"index":6,"Rank":13,"Model":"bge-m3-instruct<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":20.83,"ARCChallenge":9.03,"AlphaNLI":24.69,"HellaSwag":25.55,"PIQA":19.03,"Quail":7.08,"RARbCode":39.58,"RARbMath":64.51,"SIQA":4.77,"SpartQA":7.0,"TempReasonL1":0.8,"TempReasonL2Fact":34.99,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.47,"TempReasonL3Pure":7.01,"WinoGrande":35.33}
-{"index":20,"Rank":14,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":19.61,"ARCChallenge":9.48,"AlphaNLI":28.19,"HellaSwag":24.21,"PIQA":25.28,"Quail":3.92,"RARbCode":44.27,"RARbMath":68.19,"SIQA":1.56,"SpartQA":1.65,"TempReasonL1":1.53,"TempReasonL2Fact":17.65,"TempReasonL2Pure":0.46,"TempReasonL3Fact":14.16,"TempReasonL3Pure":6.33,"WinoGrande":47.33}
-{"index":24,"Rank":15,"Model":"text-embedding-ada-002-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":19.56,"ARCChallenge":11.85,"AlphaNLI":10.62,"HellaSwag":24.8,"PIQA":23.87,"Quail":5.79,"RARbCode":82.36,"RARbMath":67.26,"SIQA":2.64,"SpartQA":4.75,"TempReasonL1":1.44,"TempReasonL2Fact":19.38,"TempReasonL2Pure":2.43,"TempReasonL3Fact":17.58,"TempReasonL3Pure":7.31,"WinoGrande":11.36}
-{"index":1,"Rank":16,"Model":"dragon-plus<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":19.1,"ARCChallenge":8.91,"AlphaNLI":32.1,"HellaSwag":27.69,"PIQA":28.01,"Quail":4.09,"RARbCode":17.58,"RARbMath":45.09,"SIQA":2.0,"SpartQA":10.34,"TempReasonL1":1.82,"TempReasonL2Fact":17.45,"TempReasonL2Pure":0.55,"TempReasonL3Fact":15.71,"TempReasonL3Pure":7.97,"WinoGrande":67.18}
-{"index":22,"Rank":17,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":18.03,"ARCChallenge":11.8,"AlphaNLI":22.41,"HellaSwag":26.27,"PIQA":29.03,"Quail":3.41,"RARbCode":53.21,"RARbMath":71.85,"SIQA":2.38,"SpartQA":0.22,"TempReasonL1":1.77,"TempReasonL2Fact":11.2,"TempReasonL2Pure":1.15,"TempReasonL3Fact":9.42,"TempReasonL3Pure":5.59,"WinoGrande":20.8}
-{"index":5,"Rank":18,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":17.7,"ARCChallenge":9.99,"AlphaNLI":13.13,"HellaSwag":28.5,"PIQA":27.99,"Quail":1.83,"RARbCode":48.12,"RARbMath":57.36,"SIQA":1.04,"SpartQA":2.99,"TempReasonL1":1.46,"TempReasonL2Fact":24.25,"TempReasonL2Pure":2.35,"TempReasonL3Fact":20.64,"TempReasonL3Pure":6.67,"WinoGrande":19.18}
-{"index":18,"Rank":19,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":17.35,"ARCChallenge":10.23,"AlphaNLI":25.35,"HellaSwag":24.08,"PIQA":26.44,"Quail":3.08,"RARbCode":42.44,"RARbMath":66.36,"SIQA":2.09,"SpartQA":2.67,"TempReasonL1":1.66,"TempReasonL2Fact":10.31,"TempReasonL2Pure":0.63,"TempReasonL3Fact":11.11,"TempReasonL3Pure":6.63,"WinoGrande":27.2}
-{"index":0,"Rank":20,"Model":"dragon-plus-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.73,"ARCChallenge":8.24,"AlphaNLI":25.18,"HellaSwag":24.06,"PIQA":26.35,"Quail":4.2,"RARbCode":12.84,"RARbMath":36.15,"SIQA":1.75,"SpartQA":10.82,"TempReasonL1":1.54,"TempReasonL2Fact":16.11,"TempReasonL2Pure":0.57,"TempReasonL3Fact":14.81,"TempReasonL3Pure":7.46,"WinoGrande":60.84}
-{"index":19,"Rank":21,"Model":"all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73}
-{"index":15,"Rank":22,"Model":"contriever<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":15.86,"ARCChallenge":8.62,"AlphaNLI":31.77,"HellaSwag":14.42,"PIQA":24.64,"Quail":4.97,"RARbCode":9.28,"RARbMath":30.76,"SIQA":1.27,"SpartQA":10.94,"TempReasonL1":1.93,"TempReasonL2Fact":22.68,"TempReasonL2Pure":1.12,"TempReasonL3Fact":20.62,"TempReasonL3Pure":7.8,"WinoGrande":47.15}
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diff --git a/all_data_tasks/37/default.jsonl b/all_data_tasks/37/default.jsonl
index dd8ff771c0e30041e69501eef76afd269ec19f9d..651c586d5c83a7d7ab48a093a03c03f6d7da87b2 100644
--- a/all_data_tasks/37/default.jsonl
+++ b/all_data_tasks/37/default.jsonl
@@ -1,14 +1,14 @@
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-{"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.43,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":17.41}
-{"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.73,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":16.77}
-{"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.64,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.5}
-{"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.0,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.05}
-{"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.57,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":10.13}
-{"index":13,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.43,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":9.25}
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-{"index":12,"Rank":11,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":14.8,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":12.38}
-{"index":2,"Rank":12,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.29,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.25}
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-{"index":5,"Rank":14,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.47,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":5.51}
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diff --git a/all_data_tasks/38/default.jsonl b/all_data_tasks/38/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7524e444fbdcb67ff3fe4e71d3324975575bb76a
--- /dev/null
+++ b/all_data_tasks/38/default.jsonl
@@ -0,0 +1,25 @@
+{"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.57,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification (rus-Cyrl)":67.68,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.59,"RuSciBenchOECDClassification (rus-Cyrl)":51.13}
+{"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
+{"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
+{"Rank":4,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":58.03,"GeoreviewClassification (rus-Cyrl)":45.72,"HeadlineClassification (rus-Cyrl)":78.05,"InappropriatenessClassification (rus-Cyrl)":60.11,"KinopoiskClassification (rus-Cyrl)":56.14,"RuReviewsClassification (rus-Cyrl)":61.42,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.93,"RuSciBenchOECDClassification (rus-Cyrl)":45.83}
+{"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
+{"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
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+{"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69}
+{"Rank":9,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
+{"Rank":10,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
+{"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
+{"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
+{"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
+{"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
+{"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
+{"Rank":16,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48}
+{"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65}
+{"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
+{"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
+{"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
+{"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
+{"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
+{"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
+{"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
+{"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
diff --git a/all_data_tasks/39/default.jsonl b/all_data_tasks/39/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f653fe2da5ae1a56e6b9e7e468dbe3bc1906bb32
--- /dev/null
+++ b/all_data_tasks/39/default.jsonl
@@ -0,0 +1,25 @@
+{"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":61.91,"GeoreviewClusteringP2P (rus-Cyrl)":74.06,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":60.01,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":51.66}
+{"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.98,"GeoreviewClusteringP2P (rus-Cyrl)":65.68,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":61.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":52.72}
+{"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
+{"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
+{"Rank":5,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
+{"Rank":6,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":52.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.45,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.2,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
+{"Rank":7,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.55,"GeoreviewClusteringP2P (rus-Cyrl)":60.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.03,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.11}
+{"Rank":8,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":52.51,"GeoreviewClusteringP2P (rus-Cyrl)":63.75,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.57,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
+{"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41}
+{"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29}
+{"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78}
+{"Rank":12,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
+{"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
+{"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
+{"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
+{"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
+{"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
+{"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
+{"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09}
+{"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
+{"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
+{"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
+{"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
+{"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
+{"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43}
diff --git a/all_data_tasks/4/default.jsonl b/all_data_tasks/4/default.jsonl
index 9f41686989de5f5ad45f1829332a93b41a97c232..a86bbed29eb95485a96711fba65f9b494475e2d3 100644
--- a/all_data_tasks/4/default.jsonl
+++ b/all_data_tasks/4/default.jsonl
@@ -1,196 +1,57 @@
-{"index":21,"Rank":1,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.16,"ArguAna":83.08,"ClimateFEVER":45.43,"CQADupstackRetrieval":47.31,"DBPedia":51.63,"FEVER":92.83,"FiQA2018":59.67,"HotpotQA":85.14,"MSMARCO":46.79,"NFCorpus":41.85,"NQ":73.88,"QuoraRetrieval":90.95,"SCIDOCS":25.26,"SciFact":79.09,"Touche2020":30.48,"TRECCOVID":79.08}
-{"index":138,"Rank":2,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.01,"ArguAna":65.27,"ClimateFEVER":46.11,"CQADupstackRetrieval":47.75,"DBPedia":52.28,"FEVER":94.83,"FiQA2018":60.48,"HotpotQA":76.67,"MSMARCO":45.22,"NFCorpus":42.0,"NQ":71.8,"QuoraRetrieval":90.03,"SCIDOCS":26.64,"SciFact":80.09,"Touche2020":29.94,"TRECCOVID":85.98}
-{"index":216,"Rank":3,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":60.9,"ArguAna":68.28,"ClimateFEVER":43.47,"CQADupstackRetrieval":49.36,"DBPedia":50.82,"FEVER":93.15,"FiQA2018":61.18,"HotpotQA":79.12,"MSMARCO":44.89,"NFCorpus":45.06,"NQ":72.44,"QuoraRetrieval":88.78,"SCIDOCS":22.55,"SciFact":81.31,"Touche2020":26.6,"TRECCOVID":86.44}
-{"index":126,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.25,"ArguAna":64.27,"ClimateFEVER":45.88,"CQADupstackRetrieval":46.43,"DBPedia":52.42,"FEVER":95.11,"FiQA2018":62.03,"HotpotQA":73.08,"MSMARCO":45.98,"NFCorpus":40.6,"NQ":67.0,"QuoraRetrieval":90.09,"SCIDOCS":28.91,"SciFact":79.06,"Touche2020":30.57,"TRECCOVID":82.26}
-{"index":205,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.25,"ArguAna":64.27,"ClimateFEVER":45.88,"CQADupstackRetrieval":46.43,"DBPedia":52.42,"FEVER":95.11,"FiQA2018":62.03,"HotpotQA":73.08,"MSMARCO":45.98,"NFCorpus":40.6,"NQ":67.0,"QuoraRetrieval":90.09,"SCIDOCS":28.91,"SciFact":79.06,"Touche2020":30.57,"TRECCOVID":82.26}
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+{"Rank":27,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":28,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":29,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AlloprofRetrieval":1.63,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.58,"SyntecRetrieval":20.56,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":6.59}
+{"Rank":30,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AlloprofRetrieval":1.72,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.51,"SyntecRetrieval":22.33,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":9.09}
+{"Rank":31,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"AlloprofRetrieval":0.58,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.26,"SyntecRetrieval":1.58,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":3.69}
+{"Rank":32,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloprofRetrieval":1.63,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":18.49}
+{"Rank":33,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":5.51,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":2.87,"SyntecRetrieval":34.95,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":26.12}
+{"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"AlloprofRetrieval":16.46,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":3.57,"SyntecRetrieval":55.9,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":41.29}
+{"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":12.37,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":2.78,"SyntecRetrieval":40.57,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":33.82}
+{"Rank":36,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":1.98,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.48,"SyntecRetrieval":24.45,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":12.98}
+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"AlloprofRetrieval":33.2,"AlloprofRetrieval (fra-Latn)":33.2,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":6.24,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":60.8,"XPQARetrieval (fr)":55.9}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":34.27,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":6.98,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":57.39,"XPQARetrieval (fr)":null}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloprofRetrieval":26.99,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":51.2}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"AlloprofRetrieval":30.23,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":48.83}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":27.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.16,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":45.19}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":34.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":48.79}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloprofRetrieval":40.38,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.14,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":52.14}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"AlloprofRetrieval":45.75,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":3.33,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":56.2}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":18.9,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":40.4}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":35.27,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":59.59}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":33.78,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":65.21}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"AlloprofRetrieval":0.16,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":11.65}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"AlloprofRetrieval":0.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":12.7}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":51.64,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.61,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":73.0}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
diff --git a/all_data_tasks/40/default.jsonl b/all_data_tasks/40/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5f9799c41b32368435c181e147cc8d104986e655
--- /dev/null
+++ b/all_data_tasks/40/default.jsonl
@@ -0,0 +1,25 @@
+{"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99}
+{"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
+{"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"TERRa (rus-Cyrl)":60.6}
+{"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02}
+{"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"TERRa (rus-Cyrl)":59.39}
+{"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38}
+{"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
+{"Rank":8,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
+{"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
+{"Rank":10,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
+{"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
+{"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
+{"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
+{"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
+{"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
+{"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
+{"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
+{"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
+{"Rank":19,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
+{"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
+{"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
+{"Rank":22,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
+{"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
+{"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
+{"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
diff --git a/all_data_tasks/41/default.jsonl b/all_data_tasks/41/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..14e74d4f7124aa81c3b912bd0d4e8ab325e295c6
--- /dev/null
+++ b/all_data_tasks/41/default.jsonl
@@ -0,0 +1,25 @@
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58}
+{"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61}
+{"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"RuBQReranking (rus-Cyrl)":74.02}
+{"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
+{"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"RuBQReranking (rus-Cyrl)":72.41}
+{"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
+{"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46}
+{"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
+{"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
+{"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
+{"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
+{"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13}
+{"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
+{"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
+{"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
+{"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
+{"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
+{"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
+{"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
+{"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
+{"Rank":21,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
+{"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
+{"Rank":23,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
+{"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
+{"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
diff --git a/all_data_tasks/42/default.jsonl b/all_data_tasks/42/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6b9538f6ec61f4d6f6b7e6481e66faa065c32b7d
--- /dev/null
+++ b/all_data_tasks/42/default.jsonl
@@ -0,0 +1,25 @@
+{"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98}
+{"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11}
+{"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21}
+{"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
+{"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
+{"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53}
+{"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
+{"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
+{"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
+{"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
+{"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
+{"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
+{"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
+{"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
+{"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
+{"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
+{"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
+{"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
+{"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
+{"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
+{"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
+{"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
+{"Rank":23,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"RiaNewsRetrieval (rus-Cyrl)":null,"RuBQRetrieval (rus-Cyrl)":70.94}
+{"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"RiaNewsRetrieval (rus-Cyrl)":null,"RuBQRetrieval (rus-Cyrl)":8.84}
+{"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"RiaNewsRetrieval (rus-Cyrl)":null,"RuBQRetrieval (rus-Cyrl)":4.75}
diff --git a/all_data_tasks/43/default.jsonl b/all_data_tasks/43/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d65bb348a98b52f6c0ee3f05ee08e5797e02f1a0
--- /dev/null
+++ b/all_data_tasks/43/default.jsonl
@@ -0,0 +1,25 @@
+{"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13}
+{"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35}
+{"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26}
+{"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15}
+{"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87}
+{"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77}
+{"Rank":7,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48}
+{"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64}
+{"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08}
+{"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46}
+{"Rank":11,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":73.67,"RUParaPhraserSTS (rus-Cyrl)":71.08,"RuSTSBenchmarkSTS (rus-Cyrl)":76.26}
+{"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55}
+{"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32}
+{"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34}
+{"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22}
+{"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":67.28,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43}
+{"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03}
+{"Rank":18,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":60.44,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82}
+{"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":58.36,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72}
+{"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47}
+{"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16}
+{"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95}
+{"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33}
+{"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56}
+{"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.92,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68}
diff --git a/all_data_tasks/5/default.jsonl b/all_data_tasks/5/default.jsonl
index 93f45e8aea219946555d80d98d1665b4d9650662..93c77c9db4b7dcfccad8229ab83b869760b36098 100644
--- a/all_data_tasks/5/default.jsonl
+++ b/all_data_tasks/5/default.jsonl
@@ -1,206 +1,57 @@
-{"index":9,"Rank":1,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":85.79,"BIOSSES":89.7,"SICK-R":78.44,"STS12":86.46,"STS13":87.76,"STS14":86.6,"STS15":90.1,"STS16":86.39,"STS17 (en-en)":86.98,"STS22 (en)":76.89,"STSBenchmark":88.56}
-{"index":51,"Rank":2,"Model":"neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.24,"BIOSSES":87.98,"SICK-R":83.22,"STS12":79.4,"STS13":89.58,"STS14":84.86,"STS15":89.9,"STS16":86.31,"STS17 (en-en)":91.19,"STS22 (en)":70.08,"STSBenchmark":89.91}
-{"index":1,"Rank":3,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":85.07,"BIOSSES":89.46,"SICK-R":81.93,"STS12":77.59,"STS13":90.36,"STS14":85.25,"STS15":89.66,"STS16":87.34,"STS17 (en-en)":92.06,"STS22 (en)":68.02,"STSBenchmark":88.99}
-{"index":96,"Rank":4,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":85.05,"BIOSSES":86.07,"SICK-R":82.92,"STS12":79.47,"STS13":89.15,"STS14":84.93,"STS15":90.74,"STS16":87.82,"STS17 (en-en)":92.02,"STS22 (en)":68.36,"STSBenchmark":89.0}
-{"index":261,"Rank":5,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
-{"index":197,"Rank":6,"Model":"b1ade-embed-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
-{"index":194,"Rank":7,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
-{"index":133,"Rank":8,"Model":"mxbai-embed-large-v1-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
-{"index":53,"Rank":9,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.99,"BIOSSES":88.38,"SICK-R":83.0,"STS12":79.22,"STS13":89.43,"STS14":84.79,"STS15":89.54,"STS16":86.69,"STS17 (en-en)":89.64,"STS22 (en)":70.26,"STSBenchmark":88.96}
-{"index":58,"Rank":10,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.97,"BIOSSES":86.4,"SICK-R":84.31,"STS12":78.44,"STS13":88.27,"STS14":84.49,"STS15":90.28,"STS16":87.37,"STS17 (en-en)":92.68,"STS22 (en)":68.62,"STSBenchmark":88.81}
-{"index":0,"Rank":11,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":84.93,"BIOSSES":89.42,"SICK-R":81.67,"STS12":78.02,"STS13":90.1,"STS14":85.44,"STS15":89.64,"STS16":87.24,"STS17 (en-en)":90.46,"STS22 (en)":67.99,"STSBenchmark":89.33}
-{"index":193,"Rank":12,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
-{"index":219,"Rank":13,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
-{"index":161,"Rank":14,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
-{"index":156,"Rank":15,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.63,"BIOSSES":85.55,"SICK-R":82.64,"STS12":79.66,"STS13":88.43,"STS14":84.54,"STS15":90.43,"STS16":87.68,"STS17 (en-en)":91.75,"STS22 (en)":66.98,"STSBenchmark":88.6}
-{"index":117,"Rank":16,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.59,"BIOSSES":89.17,"SICK-R":82.8,"STS12":77.13,"STS13":89.29,"STS14":83.83,"STS15":89.7,"STS16":86.43,"STS17 (en-en)":89.66,"STS22 (en)":69.61,"STSBenchmark":88.3}
-{"index":111,"Rank":17,"Model":"UAE-Large-V1-Q5_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
-{"index":165,"Rank":18,"Model":"UAE-Large-V1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
-{"index":108,"Rank":19,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
-{"index":138,"Rank":20,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.51,"BIOSSES":83.11,"SICK-R":82.89,"STS12":80.09,"STS13":89.68,"STS14":85.07,"STS15":89.39,"STS16":87.15,"STS17 (en-en)":91.35,"STS22 (en)":68.1,"STSBenchmark":88.23}
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-{"index":97,"Rank":235,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
-{"index":98,"Rank":236,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
-{"index":124,"Rank":240,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
-{"index":241,"Rank":268,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":"","STSBenchmark":84.42}
-{"index":242,"Rank":269,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":"","STSBenchmark":86.82}
-{"index":247,"Rank":270,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":47.06,"STSBenchmark":""}
-{"index":262,"Rank":274,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":84.75,"SICK-R":80.74,"STS12":75.42,"STS13":85.48,"STS14":78.85,"STS15":85.23,"STS16":82.16,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":82.69}
-{"index":263,"Rank":275,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":0.74,"SICK-R":0.81,"STS12":0.74,"STS13":0.83,"STS14":0.75,"STS15":0.82,"STS16":0.81,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.8}
-{"index":278,"Rank":284,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
-{"index":279,"Rank":285,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
-{"index":280,"Rank":286,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
+{"Rank":1,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.53,"STS22 (fr)":74.3,"STSBenchmarkMultilingualSTS (fr)":84.69,"SICKFr":75.56,"SICKFr (fra-Latn)":75.56}
+{"Rank":2,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.16,"STS22 (fr)":70.55,"STSBenchmarkMultilingualSTS (fr)":79.9,"SICKFr":75.1,"SICKFr (fra-Latn)":75.1}
+{"Rank":3,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":73.23,"STS22 (fr)":77.95,"STSBenchmarkMultilingualSTS (fr)":75.1,"SICKFr":69.94,"SICKFr (fra-Latn)":69.94}
+{"Rank":4,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":66.72,"STS22 (fr)":77.0,"STSBenchmarkMultilingualSTS (fr)":64.93,"SICKFr":62.48,"SICKFr (fra-Latn)":62.48}
+{"Rank":5,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21,"SICKFr (fra-Latn)":null}
+{"Rank":6,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":70.51,"STSBenchmarkMultilingualSTS (fr)":76.43,"SICKFr":68.51,"SICKFr (fra-Latn)":null}
+{"Rank":7,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":79.99,"STSBenchmarkMultilingualSTS (fr)":79.02,"SICKFr":73.56,"SICKFr (fra-Latn)":null}
+{"Rank":8,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09,"SICKFr (fra-Latn)":null}
+{"Rank":9,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9,"SICKFr (fra-Latn)":null}
+{"Rank":10,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95,"SICKFr (fra-Latn)":null}
+{"Rank":11,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":82.8,"STSBenchmarkMultilingualSTS (fr)":76.48,"SICKFr":75.5,"SICKFr (fra-Latn)":null}
+{"Rank":12,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23,"SICKFr (fra-Latn)":null}
+{"Rank":13,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":14,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":15,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":16,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76,"SICKFr (fra-Latn)":null}
+{"Rank":17,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77,"SICKFr (fra-Latn)":null}
+{"Rank":18,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76,"SICKFr (fra-Latn)":null}
+{"Rank":19,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":76.91}
+{"Rank":20,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"STS22 (fr)":78.77,"STSBenchmarkMultilingualSTS (fr)":79.23,"SICKFr":69.6,"SICKFr (fra-Latn)":null}
+{"Rank":21,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":22,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"STS22 (fr)":77.54,"STSBenchmarkMultilingualSTS (fr)":81.64,"SICKFr":74.18,"SICKFr (fra-Latn)":null}
+{"Rank":23,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7,"SICKFr (fra-Latn)":null}
+{"Rank":24,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":25,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":26,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86,"SICKFr (fra-Latn)":null}
+{"Rank":27,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9,"SICKFr (fra-Latn)":null}
+{"Rank":28,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6,"SICKFr (fra-Latn)":null}
+{"Rank":29,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75,"SICKFr (fra-Latn)":null}
+{"Rank":30,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26,"SICKFr (fra-Latn)":null}
+{"Rank":31,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"STS22 (fr)":69.82,"STSBenchmarkMultilingualSTS (fr)":61.87,"SICKFr":64.39,"SICKFr (fra-Latn)":null}
+{"Rank":32,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":80.62,"SICKFr":76.23,"SICKFr (fra-Latn)":75.76}
+{"Rank":33,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78,"SICKFr (fra-Latn)":78.81}
+{"Rank":34,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":79.32,"SICKFr":75.62,"SICKFr (fra-Latn)":74.67}
+{"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94,"SICKFr (fra-Latn)":null}
+{"Rank":36,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54,"SICKFr (fra-Latn)":null}
+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":63.16}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":67.05}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"STS22 (fr)":49.43,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"STS22 (fr)":76.41,"STSBenchmarkMultilingualSTS (fr)":77.49,"SICKFr":72.49,"SICKFr (fra-Latn)":null}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"STS22 (fr)":78.7,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"STS22 (fr)":79.43,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"STS22 (fr)":74.62,"STSBenchmarkMultilingualSTS (fr)":63.85,"SICKFr":62.11,"SICKFr (fra-Latn)":null}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"STS22 (fr)":77.69,"STSBenchmarkMultilingualSTS (fr)":74.04,"SICKFr":71.74,"SICKFr (fra-Latn)":null}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"STS22 (fr)":75.01,"STSBenchmarkMultilingualSTS (fr)":77.59,"SICKFr":72.83,"SICKFr (fra-Latn)":null}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"STS22 (fr)":77.49,"STSBenchmarkMultilingualSTS (fr)":79.42,"SICKFr":75.08,"SICKFr (fra-Latn)":null}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"STS22 (fr)":76.8,"STSBenchmarkMultilingualSTS (fr)":81.24,"SICKFr":77.07,"SICKFr (fra-Latn)":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":83.48,"SICKFr":77.25,"SICKFr (fra-Latn)":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":77.91,"STSBenchmarkMultilingualSTS (fr)":75.48,"SICKFr":71.37,"SICKFr (fra-Latn)":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":71.11,"STSBenchmarkMultilingualSTS (fr)":78.16,"SICKFr":74.39,"SICKFr (fra-Latn)":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62,"SICKFr (fra-Latn)":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01,"SICKFr (fra-Latn)":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":81.09,"STSBenchmarkMultilingualSTS (fr)":77.55,"SICKFr":76.28,"SICKFr (fra-Latn)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
diff --git a/all_data_tasks/6/default.jsonl b/all_data_tasks/6/default.jsonl
index 6620bee1a3c4a8b8fecd527f5b3575e73d5fb5f7..bf31ada5bfb2c7c32e3fa192789053a7d00962fd 100644
--- a/all_data_tasks/6/default.jsonl
+++ b/all_data_tasks/6/default.jsonl
@@ -1,184 +1,57 @@
-{"index":123,"Rank":1,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":33.6}
-{"index":194,"Rank":2,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.71}
-{"index":133,"Rank":3,"Model":"mxbai-embed-large-v1-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.71}
-{"index":1,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.63}
-{"index":151,"Rank":5,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.52}
-{"index":137,"Rank":6,"Model":"stella-base-en-v2-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.52}
-{"index":98,"Rank":7,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.47}
-{"index":0,"Rank":8,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.36}
-{"index":149,"Rank":9,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"SummEval":32.32}
-{"index":53,"Rank":10,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.12}
-{"index":168,"Rank":11,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.06}
-{"index":165,"Rank":12,"Model":"UAE-Large-V1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.03}
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-{"index":261,"Rank":16,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.93}
-{"index":148,"Rank":17,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.84}
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-{"index":253,"Rank":19,"Model":"gte-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.66}
-{"index":139,"Rank":20,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.66}
-{"index":150,"Rank":21,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
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-{"index":135,"Rank":25,"Model":"jina-embeddings-v2-base-en-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
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-{"index":174,"Rank":28,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":193,"Rank":29,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":138,"Rank":30,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.49}
-{"index":15,"Rank":31,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"SummEval":31.46}
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-{"index":63,"Rank":33,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":31.45}
-{"index":156,"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.4}
-{"index":243,"Rank":35,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
-{"index":157,"Rank":36,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
-{"index":101,"Rank":37,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
-{"index":61,"Rank":38,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
-{"index":205,"Rank":39,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.35}
-{"index":126,"Rank":40,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.35}
-{"index":17,"Rank":41,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
-{"index":33,"Rank":42,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
-{"index":207,"Rank":43,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.28}
-{"index":69,"Rank":44,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.27}
-{"index":173,"Rank":45,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.25}
-{"index":44,"Rank":46,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.23}
-{"index":67,"Rank":47,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
-{"index":116,"Rank":48,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.22}
-{"index":215,"Rank":49,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
-{"index":252,"Rank":50,"Model":"gte-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.17}
-{"index":217,"Rank":51,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
-{"index":16,"Rank":52,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.17}
-{"index":204,"Rank":53,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.17}
-{"index":18,"Rank":54,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.17}
-{"index":96,"Rank":55,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
-{"index":158,"Rank":56,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.16}
-{"index":105,"Rank":57,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.16}
-{"index":218,"Rank":58,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.15}
-{"index":118,"Rank":59,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.14}
-{"index":284,"Rank":60,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.12}
-{"index":166,"Rank":61,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.1}
-{"index":182,"Rank":62,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":180,"Rank":63,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":120,"Rank":64,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":181,"Rank":65,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":20,"Rank":66,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
-{"index":179,"Rank":67,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":227,"Rank":68,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
-{"index":134,"Rank":69,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
-{"index":285,"Rank":70,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
-{"index":82,"Rank":71,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.03}
-{"index":152,"Rank":72,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
-{"index":9,"Rank":73,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
-{"index":183,"Rank":74,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
-{"index":36,"Rank":75,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
-{"index":58,"Rank":76,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
-{"index":68,"Rank":77,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
-{"index":8,"Rank":78,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
-{"index":169,"Rank":79,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
-{"index":154,"Rank":80,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.97}
-{"index":117,"Rank":81,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.96}
-{"index":62,"Rank":82,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":30.94}
-{"index":19,"Rank":83,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.91}
-{"index":115,"Rank":84,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.87}
-{"index":51,"Rank":85,"Model":"neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.87}
-{"index":121,"Rank":86,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":99,"Rank":87,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":6,"Rank":88,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":219,"Rank":89,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
-{"index":186,"Rank":90,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.82}
-{"index":229,"Rank":91,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
-{"index":281,"Rank":92,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.8}
-{"index":259,"Rank":93,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
-{"index":21,"Rank":94,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.77}
-{"index":178,"Rank":95,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.73}
-{"index":208,"Rank":96,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.72}
-{"index":72,"Rank":97,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.71}
-{"index":171,"Rank":98,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.71}
-{"index":95,"Rank":99,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.71}
-{"index":241,"Rank":100,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
-{"index":238,"Rank":101,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
-{"index":97,"Rank":102,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.62}
-{"index":167,"Rank":103,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.62}
-{"index":125,"Rank":104,"Model":"NoInstruct-small-Embedding-v0-Q4_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.6}
-{"index":119,"Rank":105,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.6}
-{"index":262,"Rank":106,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.57}
-{"index":177,"Rank":107,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
-{"index":141,"Rank":108,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
-{"index":136,"Rank":109,"Model":"jina-embeddings-v2-small-en-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
-{"index":77,"Rank":110,"Model":"test24<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.52}
-{"index":233,"Rank":111,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"SummEval":30.49}
-{"index":211,"Rank":112,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.47}
-{"index":79,"Rank":113,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.43}
-{"index":254,"Rank":114,"Model":"gte-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.42}
-{"index":35,"Rank":115,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.41}
-{"index":213,"Rank":116,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":161,"Rank":117,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.39}
-{"index":84,"Rank":118,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.38}
-{"index":214,"Rank":119,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.36}
-{"index":100,"Rank":120,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.31}
-{"index":70,"Rank":121,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.3}
-{"index":153,"Rank":122,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
-{"index":140,"Rank":123,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
-{"index":81,"Rank":124,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.26}
-{"index":42,"Rank":125,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"SummEval":30.26}
-{"index":184,"Rank":126,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.25}
-{"index":237,"Rank":127,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":30.21}
-{"index":93,"Rank":128,"Model":"e5-large-v2-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
-{"index":65,"Rank":129,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
-{"index":155,"Rank":130,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
-{"index":34,"Rank":131,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.18}
-{"index":24,"Rank":132,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"SummEval":30.12}
-{"index":159,"Rank":133,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.11}
-{"index":248,"Rank":134,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.1}
-{"index":104,"Rank":135,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.1}
-{"index":206,"Rank":136,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"SummEval":30.08}
-{"index":27,"Rank":137,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.08}
-{"index":28,"Rank":138,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.08}
-{"index":26,"Rank":139,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.08}
-{"index":246,"Rank":140,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
-{"index":129,"Rank":141,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"SummEval":30.08}
-{"index":29,"Rank":142,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.08}
-{"index":210,"Rank":143,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.05}
-{"index":66,"Rank":144,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":30.01}
-{"index":162,"Rank":145,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":29.98}
-{"index":64,"Rank":146,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":29.96}
-{"index":282,"Rank":147,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
-{"index":283,"Rank":148,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
-{"index":71,"Rank":149,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.91}
-{"index":245,"Rank":150,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":29.91}
-{"index":106,"Rank":151,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.87}
-{"index":176,"Rank":152,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.87}
-{"index":147,"Rank":153,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
-{"index":172,"Rank":154,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.85}
-{"index":113,"Rank":155,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.83}
-{"index":43,"Rank":156,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.82}
-{"index":122,"Rank":157,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.82}
-{"index":267,"Rank":158,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
-{"index":260,"Rank":159,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
-{"index":80,"Rank":160,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
-{"index":160,"Rank":161,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.69}
-{"index":235,"Rank":162,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
-{"index":244,"Rank":163,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
-{"index":209,"Rank":164,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
-{"index":256,"Rank":165,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":236,"Rank":166,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
-{"index":239,"Rank":167,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
-{"index":107,"Rank":168,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.47}
-{"index":257,"Rank":169,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.42}
-{"index":78,"Rank":170,"Model":"test25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.33}
-{"index":185,"Rank":171,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
-{"index":127,"Rank":172,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
-{"index":258,"Rank":173,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.01}
-{"index":232,"Rank":174,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
-{"index":60,"Rank":175,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
-{"index":212,"Rank":176,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":28.41}
-{"index":228,"Rank":177,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":27.9}
-{"index":231,"Rank":178,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
-{"index":112,"Rank":179,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.54}
-{"index":230,"Rank":180,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.49}
-{"index":277,"Rank":181,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
-{"index":11,"Rank":182,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
-{"index":23,"Rank":183,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":0.31}
-{"index":263,"Rank":184,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":0.29}
+{"Rank":1,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":31.86,"SummEvalFr":30.76,"SummEvalFr (fra-Latn)":32.96}
+{"Rank":2,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.5,"SummEvalFr":31.85,"SummEvalFr (fra-Latn)":31.14}
+{"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":30.92,"SummEvalFr":30.92,"SummEvalFr (fra-Latn)":30.92}
+{"Rank":4,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":30.16,"SummEvalFr":30.16,"SummEvalFr (fra-Latn)":30.16}
+{"Rank":5,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":29.47,"SummEvalFr":29.47,"SummEvalFr (fra-Latn)":29.47}
+{"Rank":6,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":29.2,"SummEvalFr":29.2,"SummEvalFr (fra-Latn)":29.2}
+{"Rank":7,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.28,"SummEvalFr":28.28,"SummEvalFr (fra-Latn)":28.29}
+{"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":31.47,"SummEvalFr (fra-Latn)":null}
+{"Rank":9,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":30.88,"SummEvalFr (fra-Latn)":null}
+{"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":28.34,"SummEvalFr (fra-Latn)":null}
+{"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":30.34,"SummEvalFr (fra-Latn)":null}
+{"Rank":12,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":29.96,"SummEvalFr (fra-Latn)":null}
+{"Rank":13,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"SummEvalFr":31.56,"SummEvalFr (fra-Latn)":null}
+{"Rank":14,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":31.4,"SummEvalFr (fra-Latn)":null}
+{"Rank":15,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":31.26,"SummEvalFr (fra-Latn)":null}
+{"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":19,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":29.06,"SummEvalFr (fra-Latn)":null}
+{"Rank":20,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":29.13,"SummEvalFr (fra-Latn)":null}
+{"Rank":21,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":28.84,"SummEvalFr (fra-Latn)":null}
+{"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":29.97}
+{"Rank":23,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"SummEvalFr":29.04,"SummEvalFr (fra-Latn)":null}
+{"Rank":24,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":25,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":28.77,"SummEvalFr (fra-Latn)":null}
+{"Rank":26,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"SummEvalFr":30.88,"SummEvalFr (fra-Latn)":null}
+{"Rank":27,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":28,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":29,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":31.26,"SummEvalFr (fra-Latn)":null}
+{"Rank":30,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SummEvalFr":29.43,"SummEvalFr (fra-Latn)":null}
+{"Rank":31,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"SummEvalFr":29.25,"SummEvalFr (fra-Latn)":null}
+{"Rank":32,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"SummEvalFr":28.81,"SummEvalFr (fra-Latn)":null}
+{"Rank":33,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SummEvalFr":30.72,"SummEvalFr (fra-Latn)":null}
+{"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"SummEvalFr":32.22,"SummEvalFr (fra-Latn)":null}
+{"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":29.48,"SummEvalFr (fra-Latn)":null}
+{"Rank":36,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":23.63,"SummEvalFr (fra-Latn)":null}
+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":26.63}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":28.11}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"SummEvalFr":28.12,"SummEvalFr (fra-Latn)":null}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"SummEvalFr":27.59,"SummEvalFr (fra-Latn)":null}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":30.01,"SummEvalFr (fra-Latn)":null}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SummEvalFr":30.23,"SummEvalFr (fra-Latn)":null}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"SummEvalFr":31.59,"SummEvalFr (fra-Latn)":null}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"SummEvalFr":30.39,"SummEvalFr (fra-Latn)":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":29.33,"SummEvalFr (fra-Latn)":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":28.21,"SummEvalFr (fra-Latn)":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":28.56,"SummEvalFr (fra-Latn)":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"SummEvalFr":29.14,"SummEvalFr (fra-Latn)":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"SummEvalFr":28.89,"SummEvalFr (fra-Latn)":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":30.5,"SummEvalFr (fra-Latn)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
diff --git a/all_data_tasks/7/default.jsonl b/all_data_tasks/7/default.jsonl
index 35fb064cf43602a913c09bb4e700e76edd5e5743..2b640bd39f6444a120c23534109e5574bf99a864 100644
--- a/all_data_tasks/7/default.jsonl
+++ b/all_data_tasks/7/default.jsonl
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diff --git a/all_data_tasks/8/default.jsonl b/all_data_tasks/8/default.jsonl
index ac03a90aac5232ef609c766d254351531a9d9b0a..0c47d2212c9f31ddfbd2d9f9cc0525de5196f5d7 100644
--- a/all_data_tasks/8/default.jsonl
+++ b/all_data_tasks/8/default.jsonl
@@ -1,88 +1,112 @@
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+{"Rank":85,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":86,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":87,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":88,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":39.88,"JDReview":null,"JDReview (cmn-Hans)":70.26,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":61.9,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":84.89,"TNews":null,"TNews (cmn-Hans)":39.19,"Waimai":null,"Waimai (cmn-Hans)":82.27}
+{"Rank":89,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":43.98,"JDReview":null,"JDReview (cmn-Hans)":70.34,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":66.49,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":87.75,"TNews":null,"TNews (cmn-Hans)":43.73,"Waimai":null,"Waimai (cmn-Hans)":83.97}
+{"Rank":90,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":91,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":92,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":93,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":94,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":95,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":96,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":null,"IFlyTek":42.05,"IFlyTek (cmn-Hans)":null,"JDReview":82.14,"JDReview (cmn-Hans)":null,"MultilingualSentiment":60.98,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":85.69,"OnlineShopping (cmn-Hans)":null,"TNews":43.01,"TNews (cmn-Hans)":null,"Waimai":77.22,"Waimai (cmn-Hans)":null}
+{"Rank":97,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":null,"IFlyTek":41.75,"IFlyTek (cmn-Hans)":null,"JDReview":79.68,"JDReview (cmn-Hans)":null,"MultilingualSentiment":61.21,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":84.3,"OnlineShopping (cmn-Hans)":null,"TNews":45.22,"TNews (cmn-Hans)":null,"Waimai":79.57,"Waimai (cmn-Hans)":null}
+{"Rank":98,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":99,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":100,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":101,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":102,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":103,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":104,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":105,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":106,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":107,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":44.62,"IFlyTek (cmn-Hans)":null,"JDReview":74.6,"JDReview (cmn-Hans)":null,"MultilingualSentiment":67.99,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":88.94,"OnlineShopping (cmn-Hans)":null,"TNews":45.77,"TNews (cmn-Hans)":null,"Waimai":82.37,"Waimai (cmn-Hans)":null}
+{"Rank":108,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":109,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":110,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":111,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":50.75,"IFlyTek (cmn-Hans)":null,"JDReview":87.69,"JDReview (cmn-Hans)":null,"MultilingualSentiment":76.83,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":94.42,"OnlineShopping (cmn-Hans)":null,"TNews":52.62,"TNews (cmn-Hans)":null,"Waimai":88.77,"Waimai (cmn-Hans)":null}
+{"Rank":112,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
diff --git a/all_data_tasks/9/default.jsonl b/all_data_tasks/9/default.jsonl
index edce06141a501c9548c353224215b9e2347a7d87..4b0f6a34ef3968172fc3bc47dced6c1423bb7bfe 100644
--- a/all_data_tasks/9/default.jsonl
+++ b/all_data_tasks/9/default.jsonl
@@ -1,66 +1,112 @@
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-{"index":276,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
-{"index":50,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
-{"index":17,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
-{"index":142,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
-{"index":234,"Rank":6,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
-{"index":207,"Rank":7,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.17,"CLSClusteringP2P":60.42,"CLSClusteringS2S":49.54,"ThuNewsClusteringP2P":78.76,"ThuNewsClusteringS2S":71.96}
-{"index":169,"Rank":8,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.23,"CLSClusteringP2P":58.29,"CLSClusteringS2S":48.79,"ThuNewsClusteringP2P":72.48,"ThuNewsClusteringS2S":69.35}
-{"index":253,"Rank":9,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.17,"CLSClusteringP2P":57.93,"CLSClusteringS2S":48.1,"ThuNewsClusteringP2P":74.2,"ThuNewsClusteringS2S":68.43}
-{"index":38,"Rank":10,"Model":"Yinka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.98,"CLSClusteringP2P":56.35,"CLSClusteringS2S":48.49,"ThuNewsClusteringP2P":74.55,"ThuNewsClusteringS2S":68.55}
-{"index":29,"Rank":11,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.3,"CLSClusteringP2P":54.65,"CLSClusteringS2S":63.68,"ThuNewsClusteringP2P":64.32,"ThuNewsClusteringS2S":54.57}
-{"index":129,"Rank":12,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
-{"index":315,"Rank":13,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
-{"index":206,"Rank":14,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.62,"CLSClusteringP2P":43.24,"CLSClusteringS2S":41.23,"ThuNewsClusteringP2P":70.06,"ThuNewsClusteringS2S":63.94}
-{"index":16,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
-{"index":233,"Rank":16,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
-{"index":116,"Rank":17,"Model":"stella-mrl-large-zh-v3.5-1792d-1024<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
-{"index":155,"Rank":18,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
-{"index":105,"Rank":19,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
-{"index":154,"Rank":20,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.9,"CLSClusteringP2P":41.94,"CLSClusteringS2S":40.34,"ThuNewsClusteringP2P":69.61,"ThuNewsClusteringS2S":63.71}
-{"index":284,"Rank":21,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.86,"CLSClusteringP2P":42.58,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":68.81,"ThuNewsClusteringS2S":63.61}
-{"index":12,"Rank":22,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
-{"index":173,"Rank":23,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.3,"CLSClusteringP2P":42.86,"CLSClusteringS2S":39.98,"ThuNewsClusteringP2P":67.88,"ThuNewsClusteringS2S":62.47}
-{"index":286,"Rank":24,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.07,"CLSClusteringP2P":42.1,"CLSClusteringS2S":38.91,"ThuNewsClusteringP2P":68.36,"ThuNewsClusteringS2S":62.92}
-{"index":180,"Rank":25,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":52.3,"CLSClusteringP2P":44.42,"CLSClusteringS2S":42.58,"ThuNewsClusteringP2P":64.68,"ThuNewsClusteringS2S":57.53}
-{"index":46,"Rank":26,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.96,"CLSClusteringP2P":40.24,"CLSClusteringS2S":39.17,"ThuNewsClusteringP2P":65.58,"ThuNewsClusteringS2S":58.84}
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-{"index":33,"Rank":55,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
-{"index":189,"Rank":56,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.24,"CLSClusteringP2P":36.73,"CLSClusteringS2S":36.45,"ThuNewsClusteringP2P":50.24,"ThuNewsClusteringS2S":49.54}
-{"index":190,"Rank":57,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
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-{"index":191,"Rank":59,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.32,"CLSClusteringP2P":36.0,"CLSClusteringS2S":36.35,"ThuNewsClusteringP2P":49.19,"ThuNewsClusteringS2S":47.76}
-{"index":183,"Rank":60,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
-{"index":49,"Rank":61,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.67,"CLSClusteringP2P":39.24,"CLSClusteringS2S":35.36,"ThuNewsClusteringP2P":47.3,"ThuNewsClusteringS2S":36.77}
-{"index":277,"Rank":62,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":37.66,"CLSClusteringP2P":35.27,"CLSClusteringS2S":32.42,"ThuNewsClusteringP2P":42.92,"ThuNewsClusteringS2S":40.01}
-{"index":159,"Rank":63,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.44,"CLSClusteringP2P":27.43,"CLSClusteringS2S":28.32,"ThuNewsClusteringP2P":38.54,"ThuNewsClusteringS2S":43.45}
-{"index":48,"Rank":64,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.8,"CLSClusteringP2P":34.98,"CLSClusteringS2S":27.82,"ThuNewsClusteringP2P":40.17,"ThuNewsClusteringS2S":24.23}
-{"index":53,"Rank":65,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":30.02,"CLSClusteringP2P":30.13,"CLSClusteringS2S":28.77,"ThuNewsClusteringP2P":35.05,"ThuNewsClusteringS2S":26.14}
-{"index":289,"Rank":66,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.34,"CLSClusteringP2P":18.66,"CLSClusteringS2S":16.82,"ThuNewsClusteringP2P":20.69,"ThuNewsClusteringS2S":17.19}
+{"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":67.08,"CLSClusteringP2P":47.21,"CLSClusteringS2S":45.79,"ThuNewsClusteringP2P":87.43,"ThuNewsClusteringS2S":87.9}
+{"Rank":2,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
+{"Rank":3,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
+{"Rank":4,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":50.01,"CLSClusteringP2P":41.23,"CLSClusteringS2S":40.04,"ThuNewsClusteringP2P":62.03,"ThuNewsClusteringS2S":56.75}
+{"Rank":5,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
+{"Rank":6,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
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+{"Rank":8,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.68,"CLSClusteringP2P":39.81,"CLSClusteringS2S":37.34,"ThuNewsClusteringP2P":59.77,"ThuNewsClusteringS2S":53.78}
+{"Rank":9,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.53,"CLSClusteringP2P":39.91,"CLSClusteringS2S":37.63,"ThuNewsClusteringP2P":58.45,"ThuNewsClusteringS2S":54.12}
+{"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.68,"CLSClusteringP2P":38.26,"CLSClusteringS2S":35.91,"ThuNewsClusteringP2P":58.71,"ThuNewsClusteringS2S":49.86}
+{"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.26,"CLSClusteringP2P":39.14,"CLSClusteringS2S":37.79,"ThuNewsClusteringP2P":55.18,"ThuNewsClusteringS2S":48.93}
+{"Rank":12,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.39,"CLSClusteringP2P":37.01,"CLSClusteringS2S":33.46,"ThuNewsClusteringP2P":58.83,"ThuNewsClusteringS2S":48.26}
+{"Rank":13,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
+{"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
+{"Rank":15,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":37.66,"CLSClusteringP2P":35.27,"CLSClusteringS2S":32.42,"ThuNewsClusteringP2P":42.92,"ThuNewsClusteringS2S":40.01}
+{"Rank":16,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":30.02,"CLSClusteringP2P":30.13,"CLSClusteringS2S":28.77,"ThuNewsClusteringP2P":35.05,"ThuNewsClusteringS2S":26.14}
+{"Rank":17,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":18,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":19,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":20,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":21,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":22,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":23,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":24,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":25,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":26,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":27,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":28,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":29,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":30,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":31,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":32,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":33,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":34,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":35,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":36,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":37,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":38,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":39,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":40,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":41,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":42,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":43,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":44,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":45,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":46,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":47,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":48,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":49,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":50,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":51,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":52,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":53,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":54,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":55,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":56,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":57,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":58,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":59,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":60,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":61,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":62,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":63,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":64,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":65,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":66,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":67,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":68,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":69,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":70,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":71,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":72,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":73,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":74,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":75,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":76,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":77,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":78,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":79,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":80,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":81,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":82,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":83,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":84,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":85,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":86,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":87,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":88,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":89,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":90,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":91,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":92,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":93,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":94,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":95,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":96,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":97,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":98,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":99,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":100,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":101,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":102,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":103,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":104,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":105,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":106,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":107,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":108,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":109,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":110,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":111,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":112,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
diff --git a/app.py b/app.py
index ad3e19d2522ae13ac6979de4957fb18c1d6a0834..440c33de9d7dc7c955feaa3e87620200c45b0100 100644
--- a/app.py
+++ b/app.py
@@ -255,7 +255,6 @@ def filter_data(search_query, model_types, model_sizes, *full_dataframes):
sizes = df["Model Size (Million Parameters)"].replace('', 0)
mask = sizes.apply(lambda size: any(numeric_interval.contains(size)))
df = df[mask]
- df.round(2)
output_dataframes.append(df)
return output_dataframes
@@ -334,8 +333,7 @@ with gr.Blocks(css=css) as block:
with gr.Row():
datatype = ["number", "markdown"] + ["number"] * len(item["data"])
- # NOTE: some model memory usage added more float points (0.30000004 -> 0.3)
- dataframe = gr.Dataframe(item["data"].round(2), datatype=datatype, type="pandas", height=500)
+ dataframe = gr.Dataframe(item["data"], datatype=datatype, type="pandas", height=500)
dataframes.append(dataframe)
full_dataframe = gr.Dataframe(item["data"], datatype=datatype, type="pandas", visible=False)
diff --git a/boards_data/bright/data_tasks/Retrieval/default.jsonl b/boards_data/bright/data_tasks/Retrieval/default.jsonl
index 7eee3b897cab8d2a6c37a17420fc48e63f7edd32..651c586d5c83a7d7ab48a093a03c03f6d7da87b2 100644
--- a/boards_data/bright/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/bright/data_tasks/Retrieval/default.jsonl
@@ -1,14 +1,14 @@
-{"level_0":0,"index":4,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.38,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":28.15}
-{"level_0":1,"index":3,"Rank":2,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":21.75,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":26.66}
-{"level_0":2,"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.43,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":17.41}
-{"level_0":3,"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.73,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":16.77}
-{"level_0":4,"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.64,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.5}
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diff --git a/boards_data/da/data_tasks/BitextMining/default.jsonl b/boards_data/da/data_tasks/BitextMining/default.jsonl
index 665bcd2af7b494312b2871eee4a14f08b1e5d16a..79d390547aa179d45176af4da59200f9fc3d82a1 100644
--- a/boards_data/da/data_tasks/BitextMining/default.jsonl
+++ b/boards_data/da/data_tasks/BitextMining/default.jsonl
@@ -1,24 +1,24 @@
-{"level_0":0,"index":9,"Rank":1,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","BornholmBitextMining":47.37}
-{"level_0":1,"index":13,"Rank":2,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"BornholmBitextMining":46.4}
-{"level_0":2,"index":14,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"BornholmBitextMining":44.16}
-{"level_0":3,"index":15,"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"BornholmBitextMining":43.89}
-{"level_0":4,"index":12,"Rank":5,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"BornholmBitextMining":40.27}
-{"level_0":5,"index":11,"Rank":6,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"BornholmBitextMining":40.15}
-{"level_0":6,"index":10,"Rank":7,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"BornholmBitextMining":40.09}
-{"level_0":7,"index":1,"Rank":8,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","BornholmBitextMining":37.97}
-{"level_0":8,"index":20,"Rank":9,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"BornholmBitextMining":29.68}
-{"level_0":9,"index":8,"Rank":10,"Model":"dfm-sentence-encoder-large-1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"BornholmBitextMining":15.93}
-{"level_0":10,"index":4,"Rank":11,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"BornholmBitextMining":14.08}
-{"level_0":11,"index":7,"Rank":12,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"BornholmBitextMining":11.65}
-{"level_0":12,"index":5,"Rank":13,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"BornholmBitextMining":9.88}
-{"level_0":13,"index":2,"Rank":14,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"BornholmBitextMining":6.6}
-{"level_0":14,"index":22,"Rank":15,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"BornholmBitextMining":6.34}
-{"level_0":15,"index":17,"Rank":16,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"BornholmBitextMining":6.08}
-{"level_0":16,"index":6,"Rank":17,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"BornholmBitextMining":4.53}
-{"level_0":17,"index":23,"Rank":18,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"BornholmBitextMining":4.42}
-{"level_0":18,"index":18,"Rank":19,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"BornholmBitextMining":2.9}
-{"level_0":19,"index":16,"Rank":20,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"BornholmBitextMining":1.44}
-{"level_0":20,"index":3,"Rank":21,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"BornholmBitextMining":0.85}
-{"level_0":21,"index":0,"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"BornholmBitextMining":""}
-{"level_0":22,"index":19,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"BornholmBitextMining":""}
-{"level_0":23,"index":21,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"BornholmBitextMining":""}
+{"Rank":1,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":40.52,"BornholmBitextMining":43.89,"BornholmBitextMining (dan-Latn)":37.15}
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+{"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":36.88,"BornholmBitextMining":44.16,"BornholmBitextMining (dan-Latn)":29.61}
+{"Rank":4,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.68,"BornholmBitextMining":29.68,"BornholmBitextMining (dan-Latn)":29.68}
+{"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","BornholmBitextMining":"","BornholmBitextMining (dan-Latn)":45.13}
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diff --git a/boards_data/da/data_tasks/Classification/default.jsonl b/boards_data/da/data_tasks/Classification/default.jsonl
index b73469428354a30a09bf54ba3773ef25908df53f..0db151fa509fb8152faba7dc76eaa5be2458dc72 100644
--- a/boards_data/da/data_tasks/Classification/default.jsonl
+++ b/boards_data/da/data_tasks/Classification/default.jsonl
@@ -1,47 +1,32 @@
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diff --git a/boards_data/de/data_tasks/Clustering/default.jsonl b/boards_data/de/data_tasks/Clustering/default.jsonl
index b4691184f0a3f6fbf651f263e6e30f3eb4be73dc..373773d0dd55ede976900a238f8cb2df2f848503 100644
--- a/boards_data/de/data_tasks/Clustering/default.jsonl
+++ b/boards_data/de/data_tasks/Clustering/default.jsonl
@@ -1,19 +1,14 @@
-{"level_0":0,"index":5,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
-{"level_0":1,"index":15,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
-{"level_0":2,"index":9,"Rank":3,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
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diff --git a/boards_data/en-x/data_tasks/BitextMining/default.jsonl b/boards_data/en-x/data_tasks/BitextMining/default.jsonl
index 0d0970e0a3524e5a37df4027538a7d476a5ff11e..2b640bd39f6444a120c23534109e5574bf99a864 100644
--- a/boards_data/en-x/data_tasks/BitextMining/default.jsonl
+++ b/boards_data/en-x/data_tasks/BitextMining/default.jsonl
@@ -1,28 +1,9 @@
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diff --git a/boards_data/en/data_overall/default.jsonl b/boards_data/en/data_overall/default.jsonl
index b25b4473841cca8df33fd4954e4a20e080c6442e..435c55812275f7ecd599ff7559664ee3823e7917 100644
--- a/boards_data/en/data_overall/default.jsonl
+++ b/boards_data/en/data_overall/default.jsonl
@@ -1,242 +1,109 @@
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-{"index":115,"Rank":41,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.71,"Classification Average (12 datasets)":76.03,"Clustering Average (11 datasets)":46.21,"PairClassification Average (3 datasets)":86.32,"Reranking Average (4 datasets)":59.37,"Retrieval Average (15 datasets)":52.31,"STS Average (10 datasets)":83.51,"Summarization Average (1 datasets)":30.87}
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-{"index":180,"Rank":44,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":179,"Rank":45,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":181,"Rank":46,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":182,"Rank":47,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":186,"Rank":48,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.54,"Classification Average (12 datasets)":75.99,"Clustering Average (11 datasets)":45.58,"PairClassification Average (3 datasets)":87.37,"Reranking Average (4 datasets)":60.04,"Retrieval Average (15 datasets)":51.92,"STS Average (10 datasets)":83.34,"Summarization Average (1 datasets)":30.82}
-{"index":170,"Rank":49,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.34,"Classification Average (12 datasets)":73.96,"Clustering Average (11 datasets)":46.61,"PairClassification Average (3 datasets)":86.85,"Reranking Average (4 datasets)":59.86,"Retrieval Average (15 datasets)":51.8,"STS Average (10 datasets)":83.85,"Summarization Average (1 datasets)":31.61}
-{"index":193,"Rank":50,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.25,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":46.07,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":51.42,"STS Average (10 datasets)":84.9,"Summarization Average (1 datasets)":31.55}
-{"index":253,"Rank":51,"Model":"gte-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.13,"Classification Average (12 datasets)":73.33,"Clustering Average (11 datasets)":46.84,"PairClassification Average (3 datasets)":85.0,"Reranking Average (4 datasets)":59.13,"Retrieval Average (15 datasets)":52.22,"STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":31.66}
-{"index":119,"Rank":52,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.12,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":44.95,"PairClassification Average (3 datasets)":84.99,"Reranking Average (4 datasets)":58.3,"Retrieval Average (15 datasets)":51.99,"STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.6}
-{"index":125,"Rank":53,"Model":"NoInstruct-small-Embedding-v0-Q4_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.12,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":44.95,"PairClassification Average (3 datasets)":84.99,"Reranking Average (4 datasets)":58.3,"Retrieval Average (15 datasets)":51.99,"STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.6}
-{"index":118,"Rank":54,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.72,"Classification Average (12 datasets)":76.11,"Clustering Average (11 datasets)":44.82,"PairClassification Average (3 datasets)":84.68,"Reranking Average (4 datasets)":58.56,"Retrieval Average (15 datasets)":50.43,"STS Average (10 datasets)":83.03,"Summarization Average (1 datasets)":31.14}
-{"index":151,"Rank":55,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.61,"Classification Average (12 datasets)":75.28,"Clustering Average (11 datasets)":44.9,"PairClassification Average (3 datasets)":86.45,"Reranking Average (4 datasets)":58.78,"Retrieval Average (15 datasets)":50.1,"STS Average (10 datasets)":83.02,"Summarization Average (1 datasets)":32.52}
-{"index":252,"Rank":56,"Model":"gte-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.39,"Classification Average (12 datasets)":73.01,"Clustering Average (11 datasets)":46.2,"PairClassification Average (3 datasets)":84.57,"Reranking Average (4 datasets)":58.61,"Retrieval Average (15 datasets)":51.14,"STS Average (10 datasets)":82.3,"Summarization Average (1 datasets)":31.17}
-{"index":26,"Rank":57,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":28,"Rank":58,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":29,"Rank":59,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":27,"Rank":60,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":129,"Rank":61,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
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-{"index":213,"Rank":63,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.28,"Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":53.01,"STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":284,"Rank":64,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":62.26,"Classification Average (12 datasets)":73.21,"Clustering Average (11 datasets)":46.65,"PairClassification Average (3 datasets)":85.04,"Reranking Average (4 datasets)":56.72,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":81.58,"Summarization Average (1 datasets)":31.12}
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-{"index":24,"Rank":66,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":62.17,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":43.82,"PairClassification Average (3 datasets)":84.92,"Reranking Average (4 datasets)":58.36,"Retrieval Average (15 datasets)":51.68,"STS Average (10 datasets)":81.59,"Summarization Average (1 datasets)":30.12}
-{"index":33,"Rank":67,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.01,"Classification Average (12 datasets)":74.31,"Clustering Average (11 datasets)":44.64,"PairClassification Average (3 datasets)":85.05,"Reranking Average (4 datasets)":56.09,"Retrieval Average (15 datasets)":51.34,"STS Average (10 datasets)":80.92,"Summarization Average (1 datasets)":31.29}
-{"index":282,"Rank":68,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (56 datasets)":62.0,"Classification Average (12 datasets)":71.97,"Clustering Average (11 datasets)":46.23,"PairClassification Average (3 datasets)":84.22,"Reranking Average (4 datasets)":57.99,"Retrieval Average (15 datasets)":51.66,"STS Average (10 datasets)":81.04,"Summarization Average (1 datasets)":29.92}
-{"index":211,"Rank":69,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average (56 datasets)":61.96,"Classification Average (12 datasets)":73.24,"Clustering Average (11 datasets)":43.71,"PairClassification Average (3 datasets)":84.59,"Reranking Average (4 datasets)":55.65,"Retrieval Average (15 datasets)":52.4,"STS Average (10 datasets)":81.7,"Summarization Average (1 datasets)":30.47}
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-{"index":172,"Rank":114,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":57.38,"Classification Average (12 datasets)":67.76,"Clustering Average (11 datasets)":37.15,"PairClassification Average (3 datasets)":84.8,"Reranking Average (4 datasets)":56.42,"Retrieval Average (15 datasets)":44.81,"STS Average (10 datasets)":80.96,"Summarization Average (1 datasets)":29.85}
-{"index":82,"Rank":115,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":57.17,"Classification Average (12 datasets)":67.13,"Clustering Average (11 datasets)":39.83,"PairClassification Average (3 datasets)":80.65,"Reranking Average (4 datasets)":54.67,"Retrieval Average (15 datasets)":46.54,"STS Average (10 datasets)":76.83,"Summarization Average (1 datasets)":31.03}
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-{"index":104,"Rank":117,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":56.98,"Classification Average (12 datasets)":62.94,"Clustering Average (11 datasets)":38.86,"PairClassification Average (3 datasets)":81.33,"Reranking Average (4 datasets)":54.4,"Retrieval Average (15 datasets)":50.15,"STS Average (10 datasets)":76.39,"Summarization Average (1 datasets)":30.1}
-{"index":183,"Rank":118,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":56.81,"Classification Average (12 datasets)":69.65,"Clustering Average (11 datasets)":40.86,"PairClassification Average (3 datasets)":76.9,"Reranking Average (4 datasets)":55.5,"Retrieval Average (15 datasets)":41.41,"STS Average (10 datasets)":79.11,"Summarization Average (1 datasets)":31.01}
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-{"index":71,"Rank":147,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":48.17,"Classification Average (12 datasets)":67.77,"Clustering Average (11 datasets)":28.01,"PairClassification Average (3 datasets)":80.57,"Reranking Average (4 datasets)":49.41,"Retrieval Average (15 datasets)":25.51,"STS Average (10 datasets)":72.43,"Summarization Average (1 datasets)":29.91}
-{"index":81,"Rank":148,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":45.97,"Classification Average (12 datasets)":61.46,"Clustering Average (11 datasets)":30.95,"PairClassification Average (3 datasets)":71.78,"Reranking Average (4 datasets)":47.56,"Retrieval Average (15 datasets)":20.9,"STS Average (10 datasets)":74.71,"Summarization Average (1 datasets)":30.26}
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-{"index":227,"Rank":150,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":45.21,"Classification Average (12 datasets)":62.71,"Clustering Average (11 datasets)":29.55,"PairClassification Average (3 datasets)":78.87,"Reranking Average (4 datasets)":48.42,"Retrieval Average (15 datasets)":18.99,"STS Average (10 datasets)":70.8,"Summarization Average (1 datasets)":31.05}
-{"index":233,"Rank":151,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (56 datasets)":42.06,"Classification Average (12 datasets)":57.65,"Clustering Average (11 datasets)":26.57,"PairClassification Average (3 datasets)":72.94,"Reranking Average (4 datasets)":44.75,"Retrieval Average (15 datasets)":21.22,"STS Average (10 datasets)":62.46,"Summarization Average (1 datasets)":30.49}
-{"index":141,"Rank":152,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":42.02,"Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":26.2,"PairClassification Average (3 datasets)":71.4,"Reranking Average (4 datasets)":46.18,"Retrieval Average (15 datasets)":13.47,"STS Average (10 datasets)":67.23,"Summarization Average (1 datasets)":30.56}
-{"index":232,"Rank":153,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (56 datasets)":41.96,"Classification Average (12 datasets)":57.29,"Clustering Average (11 datasets)":27.73,"PairClassification Average (3 datasets)":70.92,"Reranking Average (4 datasets)":43.29,"Retrieval Average (15 datasets)":21.62,"STS Average (10 datasets)":61.85,"Summarization Average (1 datasets)":28.87}
-{"index":231,"Rank":154,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":40.28,"Classification Average (12 datasets)":52.37,"Clustering Average (11 datasets)":34.06,"PairClassification Average (3 datasets)":61.37,"Reranking Average (4 datasets)":48.1,"Retrieval Average (15 datasets)":15.88,"STS Average (10 datasets)":61.02,"Summarization Average (1 datasets)":27.66}
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-{"index":11,"Rank":156,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (56 datasets)":34.95,"Classification Average (12 datasets)":53.18,"Clustering Average (11 datasets)":15.28,"PairClassification Average (3 datasets)":68.86,"Reranking Average (4 datasets)":41.44,"Retrieval Average (15 datasets)":7.94,"STS Average (10 datasets)":63.27,"Summarization Average (1 datasets)":26.8}
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-{"index":4,"Rank":159,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":5,"Rank":160,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":7,"Rank":161,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":10,"Rank":162,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":12,"Rank":163,"Model":"bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":39.84,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":25,"Rank":166,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":58.65,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":30,"Rank":167,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":31.67,"PairClassification Average (3 datasets)":76.96,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":39,"Rank":172,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":40,"Rank":173,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":41,"Rank":174,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":59,"Rank":186,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.85,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":74.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.11,"Summarization Average (1 datasets)":""}
-{"index":73,"Rank":187,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":62.81,"Clustering Average (11 datasets)":35.96,"PairClassification Average (3 datasets)":80.73,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":132,"Rank":216,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":66.95,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":81.03,"Reranking Average (4 datasets)":54.63,"Retrieval Average (15 datasets)":38.79,"STS Average (10 datasets)":80.17,"Summarization Average (1 datasets)":""}
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-{"index":144,"Rank":223,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":145,"Rank":224,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":146,"Rank":225,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":150,"Rank":226,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":46.08,"PairClassification Average (3 datasets)":87.12,"Reranking Average (4 datasets)":60.03,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.11,"Summarization Average (1 datasets)":31.61}
-{"index":163,"Rank":227,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":164,"Rank":228,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":165,"Rank":229,"Model":"UAE-Large-V1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.58,"Clustering Average (11 datasets)":46.73,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":59.88,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":84.54,"Summarization Average (1 datasets)":32.03}
-{"index":174,"Rank":230,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
-{"index":176,"Rank":231,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":69.02,"Clustering Average (11 datasets)":39.29,"PairClassification Average (3 datasets)":84.56,"Reranking Average (4 datasets)":55.32,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.49,"Summarization Average (1 datasets)":29.87}
-{"index":192,"Rank":237,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":63.67,"Clustering Average (11 datasets)":39.94,"PairClassification Average (3 datasets)":82.37,"Reranking Average (4 datasets)":58.04,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":198,"Rank":240,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":74.98,"Clustering Average (11 datasets)":45.06,"PairClassification Average (3 datasets)":86.24,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.79,"Summarization Average (1 datasets)":""}
-{"index":199,"Rank":241,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":72.62,"Clustering Average (11 datasets)":42.88,"PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":57.18,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.19,"Summarization Average (1 datasets)":""}
-{"index":200,"Rank":242,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":86.74,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":84.18,"Summarization Average (1 datasets)":""}
-{"index":201,"Rank":243,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":85.06,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.5,"Summarization Average (1 datasets)":""}
-{"index":202,"Rank":244,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.52,"Clustering Average (11 datasets)":42.63,"PairClassification Average (3 datasets)":85.05,"Reranking Average (4 datasets)":57.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.04,"Summarization Average (1 datasets)":""}
-{"index":203,"Rank":245,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":68.55,"Clustering Average (11 datasets)":38.37,"PairClassification Average (3 datasets)":81.93,"Reranking Average (4 datasets)":54.14,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":78.53,"Summarization Average (1 datasets)":""}
-{"index":216,"Rank":246,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":60.9,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":225,"Rank":252,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":226,"Rank":253,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":234,"Rank":254,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":64.67,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.61,"Reranking Average (4 datasets)":48.82,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.6,"Summarization Average (1 datasets)":""}
-{"index":240,"Rank":255,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":241,"Rank":256,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":37.14,"PairClassification Average (3 datasets)":78.45,"Reranking Average (4 datasets)":53.62,"Retrieval Average (15 datasets)":32.45,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":30.67}
-{"index":242,"Rank":257,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":38.4,"PairClassification Average (3 datasets)":80.81,"Reranking Average (4 datasets)":53.8,"Retrieval Average (15 datasets)":35.34,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":31.57}
-{"index":248,"Rank":259,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":62.23,"Clustering Average (11 datasets)":30.61,"PairClassification Average (3 datasets)":76.49,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.24,"Summarization Average (1 datasets)":30.1}
-{"index":250,"Rank":261,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":50.78,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":251,"Rank":262,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":66.01,"Clustering Average (11 datasets)":33.47,"PairClassification Average (3 datasets)":77.75,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":255,"Rank":263,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":41.73,"Clustering Average (11 datasets)":18.0,"PairClassification Average (3 datasets)":30.61,"Reranking Average (4 datasets)":34.44,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":39.1,"Summarization Average (1 datasets)":""}
-{"index":256,"Rank":264,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":61.37,"Clustering Average (11 datasets)":29.04,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
-{"index":257,"Rank":265,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.45,"Clustering Average (11 datasets)":35.71,"PairClassification Average (3 datasets)":76.23,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":72.04,"Summarization Average (1 datasets)":29.42}
-{"index":258,"Rank":266,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.9,"Clustering Average (11 datasets)":37.82,"PairClassification Average (3 datasets)":79.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":74.05,"Summarization Average (1 datasets)":29.01}
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+{"Rank":9,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average (56 datasets)":62.3,"Classification Average (12 datasets)":81.98,"Clustering Average (11 datasets)":45.07,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":57.78,"Retrieval Average (15 datasets)":52.44,"STS Average (10 datasets)":86.36,"Summarization Average (1 datasets)":32.36}
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+{"Rank":14,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (56 datasets)":59.6,"Classification Average (12 datasets)":70.41,"Clustering Average (11 datasets)":43.57,"PairClassification Average (3 datasets)":86.21,"Reranking Average (4 datasets)":55.38,"Retrieval Average (15 datasets)":51.44,"STS Average (10 datasets)":84.68,"Summarization Average (1 datasets)":30.01}
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+{"Rank":17,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average (56 datasets)":57.45,"Classification Average (12 datasets)":70.24,"Clustering Average (11 datasets)":42.24,"PairClassification Average (3 datasets)":83.54,"Reranking Average (4 datasets)":54.56,"Retrieval Average (15 datasets)":47.75,"STS Average (10 datasets)":82.11,"Summarization Average (1 datasets)":29.59}
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+{"Rank":50,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":51,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":52,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":53,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":54,"Model":"bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":39.84,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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+{"Rank":58,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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+{"Rank":61,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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+{"Rank":90,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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diff --git a/boards_data/en/data_tasks/Classification/default.jsonl b/boards_data/en/data_tasks/Classification/default.jsonl
index d4cf179038329d9ef807eae306bb8a0458dc5e94..2a158b5b2761bd0aaa7ec8348604f4ffc3004b5f 100644
--- a/boards_data/en/data_tasks/Classification/default.jsonl
+++ b/boards_data/en/data_tasks/Classification/default.jsonl
@@ -1,209 +1,111 @@
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diff --git a/boards_data/en/data_tasks/Clustering/default.jsonl b/boards_data/en/data_tasks/Clustering/default.jsonl
index 25fba3ccffc390a768467d189f18247ecc19b8c2..1b5f3c6a468ac3e1a6cf1390446b180cabfdc123 100644
--- a/boards_data/en/data_tasks/Clustering/default.jsonl
+++ b/boards_data/en/data_tasks/Clustering/default.jsonl
@@ -1,205 +1,111 @@
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diff --git a/boards_data/en/data_tasks/PairClassification/default.jsonl b/boards_data/en/data_tasks/PairClassification/default.jsonl
index eeeec4033d0dfc05603274cbec84063b4966a7f2..e270b8a6b79fef1f3a221bf62dc5f3c8b24d3bba 100644
--- a/boards_data/en/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/en/data_tasks/PairClassification/default.jsonl
@@ -1,206 +1,111 @@
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-{"level_0":195,"index":256,"Rank":196,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
-{"level_0":196,"index":81,"Rank":197,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.78,"SprintDuplicateQuestions":77.73,"TwitterSemEval2015":57.09,"TwitterURLCorpus":80.51}
-{"level_0":197,"index":141,"Rank":198,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
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-{"level_0":199,"index":218,"Rank":200,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":70.33,"SprintDuplicateQuestions":69.41,"TwitterSemEval2015":60.21,"TwitterURLCorpus":81.37}
-{"level_0":200,"index":11,"Rank":201,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":68.86,"SprintDuplicateQuestions":65.54,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
-{"level_0":201,"index":231,"Rank":202,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
-{"level_0":202,"index":122,"Rank":203,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.33,"SprintDuplicateQuestions":36.81,"TwitterSemEval2015":55.9,"TwitterURLCorpus":76.29}
-{"level_0":203,"index":255,"Rank":204,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.61,"SprintDuplicateQuestions":17.4,"TwitterSemEval2015":30.38,"TwitterURLCorpus":44.04}
-{"level_0":204,"index":263,"Rank":205,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":0.79,"SprintDuplicateQuestions":0.85,"TwitterSemEval2015":0.67,"TwitterURLCorpus":0.84}
-{"level_0":205,"index":97,"Rank":245,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"Rank":1,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":89.24,"SprintDuplicateQuestions":94.5,"TwitterSemEval2015":86.32,"TwitterURLCorpus":86.9}
+{"Rank":2,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":88.03,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":80.7,"TwitterURLCorpus":86.56}
+{"Rank":3,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.99,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":80.6,"TwitterURLCorpus":86.56}
+{"Rank":4,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":87.79,"SprintDuplicateQuestions":95.09,"TwitterSemEval2015":81.73,"TwitterURLCorpus":86.56}
+{"Rank":5,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.61,"SprintDuplicateQuestions":96.26,"TwitterSemEval2015":79.04,"TwitterURLCorpus":87.53}
+{"Rank":6,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":87.38,"SprintDuplicateQuestions":95.99,"TwitterSemEval2015":79.36,"TwitterURLCorpus":86.79}
+{"Rank":7,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.25,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.23,"TwitterURLCorpus":87.04}
+{"Rank":8,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
+{"Rank":9,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.57,"SprintDuplicateQuestions":96.01,"TwitterSemEval2015":76.87,"TwitterURLCorpus":86.84}
+{"Rank":10,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":86.21,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":76.14,"TwitterURLCorpus":86.23}
+{"Rank":11,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.13,"SprintDuplicateQuestions":95.45,"TwitterSemEval2015":77.81,"TwitterURLCorpus":85.14}
+{"Rank":12,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":86.12,"SprintDuplicateQuestions":95.68,"TwitterSemEval2015":77.54,"TwitterURLCorpus":85.13}
+{"Rank":13,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.06,"SprintDuplicateQuestions":91.44,"TwitterSemEval2015":80.89,"TwitterURLCorpus":85.86}
+{"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.72,"SprintDuplicateQuestions":92.25,"TwitterSemEval2015":77.13,"TwitterURLCorpus":87.78}
+{"Rank":15,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
+{"Rank":16,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
+{"Rank":17,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":85.06,"SprintDuplicateQuestions":88.89,"TwitterSemEval2015":80.28,"TwitterURLCorpus":86.01}
+{"Rank":18,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.04,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":73.33,"TwitterURLCorpus":87.21}
+{"Rank":19,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":84.97,"SprintDuplicateQuestions":89.01,"TwitterSemEval2015":79.75,"TwitterURLCorpus":86.14}
+{"Rank":20,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.89,"SprintDuplicateQuestions":92.17,"TwitterSemEval2015":75.28,"TwitterURLCorpus":87.22}
+{"Rank":21,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.75,"SprintDuplicateQuestions":93.14,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"Rank":22,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":92.91,"TwitterSemEval2015":74.3,"TwitterURLCorpus":86.57}
+{"Rank":23,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.22,"SprintDuplicateQuestions":89.02,"TwitterSemEval2015":76.56,"TwitterURLCorpus":87.09}
+{"Rank":24,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.09,"SprintDuplicateQuestions":92.31,"TwitterSemEval2015":73.61,"TwitterURLCorpus":86.34}
+{"Rank":25,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.85,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":72.23,"TwitterURLCorpus":84.77}
+{"Rank":26,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.57,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":72.21,"TwitterURLCorpus":85.48}
+{"Rank":27,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
+{"Rank":28,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.04,"SprintDuplicateQuestions":90.15,"TwitterSemEval2015":73.85,"TwitterURLCorpus":85.11}
+{"Rank":29,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":82.95,"SprintDuplicateQuestions":93.06,"TwitterSemEval2015":71.24,"TwitterURLCorpus":84.54}
+{"Rank":30,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.65,"SprintDuplicateQuestions":92.18,"TwitterSemEval2015":70.75,"TwitterURLCorpus":85.03}
+{"Rank":31,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.54,"SprintDuplicateQuestions":95.55,"TwitterSemEval2015":66.85,"TwitterURLCorpus":85.21}
+{"Rank":32,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.41,"SprintDuplicateQuestions":92.45,"TwitterSemEval2015":70.02,"TwitterURLCorpus":84.77}
+{"Rank":33,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
+{"Rank":34,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":82.26,"SprintDuplicateQuestions":90.06,"TwitterSemEval2015":71.68,"TwitterURLCorpus":85.03}
+{"Rank":35,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.74,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":65.95,"TwitterURLCorpus":83.17}
+{"Rank":36,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.32,"SprintDuplicateQuestions":94.53,"TwitterSemEval2015":64.41,"TwitterURLCorpus":85.01}
+{"Rank":37,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.94,"SprintDuplicateQuestions":91.3,"TwitterSemEval2015":68.76,"TwitterURLCorpus":82.76}
+{"Rank":38,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.81,"SprintDuplicateQuestions":90.55,"TwitterSemEval2015":66.75,"TwitterURLCorpus":85.14}
+{"Rank":39,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":78.87,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":62.78,"TwitterURLCorpus":84.58}
+{"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.45,"SprintDuplicateQuestions":89.46,"TwitterSemEval2015":62.06,"TwitterURLCorpus":83.83}
+{"Rank":41,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":78.01,"SprintDuplicateQuestions":88.14,"TwitterSemEval2015":66.6,"TwitterURLCorpus":79.3}
+{"Rank":42,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":77.88,"SprintDuplicateQuestions":87.57,"TwitterSemEval2015":65.14,"TwitterURLCorpus":80.94}
+{"Rank":43,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.79,"SprintDuplicateQuestions":79.85,"TwitterSemEval2015":69.45,"TwitterURLCorpus":84.06}
+{"Rank":44,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":77.61,"SprintDuplicateQuestions":87.15,"TwitterSemEval2015":61.67,"TwitterURLCorpus":84.02}
+{"Rank":45,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.46,"SprintDuplicateQuestions":76.46,"TwitterSemEval2015":70.85,"TwitterURLCorpus":85.08}
+{"Rank":46,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.86,"SprintDuplicateQuestions":77.85,"TwitterSemEval2015":69.04,"TwitterURLCorpus":83.69}
+{"Rank":47,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.9,"SprintDuplicateQuestions":69.52,"TwitterSemEval2015":74.42,"TwitterURLCorpus":83.75}
+{"Rank":48,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.68,"SprintDuplicateQuestions":69.39,"TwitterSemEval2015":67.75,"TwitterURLCorpus":83.89}
+{"Rank":49,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":72.94,"SprintDuplicateQuestions":85.55,"TwitterSemEval2015":53.85,"TwitterURLCorpus":79.41}
+{"Rank":50,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":61.54,"TwitterURLCorpus":77.73}
+{"Rank":51,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":70.92,"SprintDuplicateQuestions":86.96,"TwitterSemEval2015":48.45,"TwitterURLCorpus":77.35}
+{"Rank":52,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":70.33,"SprintDuplicateQuestions":69.41,"TwitterSemEval2015":60.21,"TwitterURLCorpus":81.37}
+{"Rank":53,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":68.86,"SprintDuplicateQuestions":65.54,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
+{"Rank":54,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
+{"Rank":55,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.33,"SprintDuplicateQuestions":36.81,"TwitterSemEval2015":55.9,"TwitterURLCorpus":76.29}
+{"Rank":56,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":57,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":58,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":59,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":60,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":61,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":62,"Model":"bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":63,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":64,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":65,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":66,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":67,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":68,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":69,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":70,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":71,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":72,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":73,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":74,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":75,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":76,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":77,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":78,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":79,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":80,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":81,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":82,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":83,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":84,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":85,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":86,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":87,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
+{"Rank":88,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
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+{"Rank":107,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
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+{"Rank":111,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SprintDuplicateQuestions":null,"TwitterSemEval2015":null,"TwitterURLCorpus":null}
diff --git a/boards_data/en/data_tasks/Reranking/default.jsonl b/boards_data/en/data_tasks/Reranking/default.jsonl
index f4484483b5250d193dcf10d398daea747ea18630..2ef606fdde7aa475db97e9c7154075fb31a9f313 100644
--- a/boards_data/en/data_tasks/Reranking/default.jsonl
+++ b/boards_data/en/data_tasks/Reranking/default.jsonl
@@ -1,199 +1,111 @@
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diff --git a/boards_data/en/data_tasks/Retrieval/default.jsonl b/boards_data/en/data_tasks/Retrieval/default.jsonl
index 138c5a154bb29cc7ee8164e2948c45a1d9e2b86d..1ccead49dd7b63ded430442ce2d7dcd308d21cd8 100644
--- a/boards_data/en/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/en/data_tasks/Retrieval/default.jsonl
@@ -1,196 +1,111 @@
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diff --git a/boards_data/en/data_tasks/STS/default.jsonl b/boards_data/en/data_tasks/STS/default.jsonl
index 2c21e674058ed69d9cc373445ca18f6523ae09da..e33640bbf1120979356ea1259d31944d99c016d6 100644
--- a/boards_data/en/data_tasks/STS/default.jsonl
+++ b/boards_data/en/data_tasks/STS/default.jsonl
@@ -1,206 +1,111 @@
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diff --git a/boards_data/en/data_tasks/Summarization/default.jsonl b/boards_data/en/data_tasks/Summarization/default.jsonl
index 4c87424c6776ef8ed0d72cf0d8b5492b94d15e52..13d1858a50fb154ebee34f32626bf35ff5f25d3f 100644
--- a/boards_data/en/data_tasks/Summarization/default.jsonl
+++ b/boards_data/en/data_tasks/Summarization/default.jsonl
@@ -1,184 +1,111 @@
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+{"Rank":18,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
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+{"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
+{"Rank":21,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
+{"Rank":22,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"SummEval":30.49}
+{"Rank":23,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.47}
+{"Rank":24,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.36}
+{"Rank":25,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"SummEval":30.26}
+{"Rank":26,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.23}
+{"Rank":27,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":30.21}
+{"Rank":28,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
+{"Rank":29,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
+{"Rank":30,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.05}
+{"Rank":31,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.04}
+{"Rank":32,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":30.01}
+{"Rank":33,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":29.96}
+{"Rank":34,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
+{"Rank":35,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
+{"Rank":36,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":29.91}
+{"Rank":37,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.82}
+{"Rank":38,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
+{"Rank":39,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.65}
+{"Rank":40,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
+{"Rank":41,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
+{"Rank":42,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
+{"Rank":43,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
+{"Rank":44,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
+{"Rank":45,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
+{"Rank":46,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":28.41}
+{"Rank":47,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":27.9}
+{"Rank":48,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
+{"Rank":49,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.49}
+{"Rank":50,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
+{"Rank":51,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
+{"Rank":52,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":53,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":54,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":55,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":56,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":57,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":58,"Model":"bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":59,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":null}
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+{"Rank":61,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":62,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":63,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"SummEval":null}
+{"Rank":64,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"SummEval":null}
+{"Rank":65,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"SummEval":null}
+{"Rank":66,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":null}
+{"Rank":67,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":null}
+{"Rank":68,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":null}
+{"Rank":69,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":null}
+{"Rank":70,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"SummEval":null}
+{"Rank":71,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"SummEval":null}
+{"Rank":72,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"SummEval":null}
+{"Rank":73,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"SummEval":null}
+{"Rank":74,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"SummEval":null}
+{"Rank":75,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":null}
+{"Rank":76,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEval":null}
+{"Rank":77,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"SummEval":null}
+{"Rank":78,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"SummEval":null}
+{"Rank":79,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"SummEval":null}
+{"Rank":80,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":null}
+{"Rank":81,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":null}
+{"Rank":82,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEval":null}
+{"Rank":83,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEval":null}
+{"Rank":84,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":null}
+{"Rank":85,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":null}
+{"Rank":86,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":null}
+{"Rank":87,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":null}
+{"Rank":88,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":null}
+{"Rank":89,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"SummEval":null}
+{"Rank":90,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"SummEval":null}
+{"Rank":91,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":92,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":93,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"SummEval":null}
+{"Rank":94,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"SummEval":null}
+{"Rank":95,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEval":null}
+{"Rank":96,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":null}
+{"Rank":97,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"SummEval":null}
+{"Rank":98,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"SummEval":null}
+{"Rank":99,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":100,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":101,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":102,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEval":null}
+{"Rank":103,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":null}
+{"Rank":104,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":105,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":106,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":107,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":108,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":109,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":110,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
+{"Rank":111,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":null}
diff --git a/boards_data/fr/data_overall/default.jsonl b/boards_data/fr/data_overall/default.jsonl
index aab26e04a1aac14cbb9014895d80451884dacf40..a820f841614c96dcf6b6bbe5d17ddd77479675db 100644
--- a/boards_data/fr/data_overall/default.jsonl
+++ b/boards_data/fr/data_overall/default.jsonl
@@ -1,67 +1,57 @@
-{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average (26 datasets)":68.25,"Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":55.56,"PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45}
-{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":66.6,"Classification Average (6 datasets)":78.02,"Clustering Average (7 datasets)":55.01,"PairClassification Average (2 datasets)":86.88,"Reranking Average (2 datasets)":83.76,"Retrieval Average (5 datasets)":52.56,"STS Average (3 datasets)":81.26,"Summarization Average (1 datasets)":30.5}
-{"index":22,"Rank":3,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":62.47,"Classification Average (6 datasets)":69.16,"Clustering Average (7 datasets)":51.26,"PairClassification Average (2 datasets)":79.64,"Reranking Average (2 datasets)":79.79,"Retrieval Average (5 datasets)":50.09,"STS Average (3 datasets)":83.62,"Summarization Average (1 datasets)":30.3}
-{"index":4,"Rank":4,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (26 datasets)":61.65,"Classification Average (6 datasets)":68.56,"Clustering Average (7 datasets)":46.57,"PairClassification Average (2 datasets)":78.66,"Reranking Average (2 datasets)":82.59,"Retrieval Average (5 datasets)":54.56,"STS Average (3 datasets)":80.13,"Summarization Average (1 datasets)":29.96}
-{"index":3,"Rank":5,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (26 datasets)":60.58,"Classification Average (6 datasets)":68.45,"Clustering Average (7 datasets)":44.23,"PairClassification Average (2 datasets)":77.3,"Reranking Average (2 datasets)":82.06,"Retrieval Average (5 datasets)":52.98,"STS Average (3 datasets)":80.29,"Summarization Average (1 datasets)":30.34}
-{"index":0,"Rank":6,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average (26 datasets)":59.41,"Classification Average (6 datasets)":68.61,"Clustering Average (7 datasets)":44.74,"PairClassification Average (2 datasets)":77.32,"Reranking Average (2 datasets)":80.46,"Retrieval Average (5 datasets)":46.81,"STS Average (3 datasets)":79.56,"Summarization Average (1 datasets)":31.47}
-{"index":21,"Rank":7,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":59.09,"Classification Average (6 datasets)":66.74,"Clustering Average (7 datasets)":47.45,"PairClassification Average (2 datasets)":77.01,"Reranking Average (2 datasets)":77.14,"Retrieval Average (5 datasets)":44.99,"STS Average (3 datasets)":80.12,"Summarization Average (1 datasets)":30.16}
-{"index":2,"Rank":8,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (26 datasets)":58.53,"Classification Average (6 datasets)":67.44,"Clustering Average (7 datasets)":45.46,"PairClassification Average (2 datasets)":76.85,"Reranking Average (2 datasets)":78.78,"Retrieval Average (5 datasets)":45.33,"STS Average (3 datasets)":77.52,"Summarization Average (1 datasets)":28.34}
-{"index":29,"Rank":9,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":58.03,"Classification Average (6 datasets)":70.02,"Clustering Average (7 datasets)":39.65,"PairClassification Average (2 datasets)":77.1,"Reranking Average (2 datasets)":76.58,"Retrieval Average (5 datasets)":46.78,"STS Average (3 datasets)":80.01,"Summarization Average (1 datasets)":29.69}
-{"index":72,"Rank":10,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":57.81,"Classification Average (6 datasets)":67.36,"Clustering Average (7 datasets)":43.25,"PairClassification Average (2 datasets)":78.96,"Reranking Average (2 datasets)":76.76,"Retrieval Average (5 datasets)":43.84,"STS Average (3 datasets)":78.37,"Summarization Average (1 datasets)":30.39}
-{"index":24,"Rank":11,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":57.77,"Classification Average (6 datasets)":65.18,"Clustering Average (7 datasets)":46.25,"PairClassification Average (2 datasets)":75.61,"Reranking Average (2 datasets)":76.0,"Retrieval Average (5 datasets)":42.92,"STS Average (3 datasets)":79.32,"Summarization Average (1 datasets)":31.55}
-{"index":23,"Rank":12,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":57.73,"Classification Average (6 datasets)":66.54,"Clustering Average (7 datasets)":38.61,"PairClassification Average (2 datasets)":78.3,"Reranking Average (2 datasets)":80.35,"Retrieval Average (5 datasets)":46.68,"STS Average (3 datasets)":83.08,"Summarization Average (1 datasets)":31.62}
-{"index":54,"Rank":13,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":57.19,"Classification Average (6 datasets)":65.96,"Clustering Average (7 datasets)":41.82,"PairClassification Average (2 datasets)":80.15,"Reranking Average (2 datasets)":76.43,"Retrieval Average (5 datasets)":44.41,"STS Average (3 datasets)":77.72,"Summarization Average (1 datasets)":30.22}
-{"index":53,"Rank":14,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":57.13,"Classification Average (6 datasets)":67.11,"Clustering Average (7 datasets)":40.4,"PairClassification Average (2 datasets)":79.57,"Reranking Average (2 datasets)":75.48,"Retrieval Average (5 datasets)":44.9,"STS Average (3 datasets)":77.64,"Summarization Average (1 datasets)":32.46}
-{"index":36,"Rank":15,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":56.67,"Classification Average (6 datasets)":65.82,"Clustering Average (7 datasets)":43.17,"PairClassification Average (2 datasets)":77.11,"Reranking Average (2 datasets)":72.89,"Retrieval Average (5 datasets)":40.04,"STS Average (3 datasets)":81.74,"Summarization Average (1 datasets)":30.88}
-{"index":52,"Rank":16,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":56.47,"Classification Average (6 datasets)":67.4,"Clustering Average (7 datasets)":39.81,"PairClassification Average (2 datasets)":80.23,"Reranking Average (2 datasets)":75.2,"Retrieval Average (5 datasets)":43.85,"STS Average (3 datasets)":74.91,"Summarization Average (1 datasets)":30.27}
-{"index":80,"Rank":17,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":56.39,"Classification Average (6 datasets)":65.92,"Clustering Average (7 datasets)":39.86,"PairClassification Average (2 datasets)":76.97,"Reranking Average (2 datasets)":75.75,"Retrieval Average (5 datasets)":42.96,"STS Average (3 datasets)":80.59,"Summarization Average (1 datasets)":29.65}
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-{"index":14,"Rank":29,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":52.87,"Classification Average (6 datasets)":61.3,"Clustering Average (7 datasets)":38.91,"PairClassification Average (2 datasets)":74.12,"Reranking Average (2 datasets)":69.82,"Retrieval Average (5 datasets)":36.1,"STS Average (3 datasets)":78.26,"Summarization Average (1 datasets)":31.4}
-{"index":77,"Rank":30,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":52.82,"Classification Average (6 datasets)":66.37,"Clustering Average (7 datasets)":36.35,"PairClassification Average (2 datasets)":73.5,"Reranking Average (2 datasets)":66.26,"Retrieval Average (5 datasets)":37.78,"STS Average (3 datasets)":74.55,"Summarization Average (1 datasets)":28.56}
-{"index":63,"Rank":31,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":51.31,"Classification Average (6 datasets)":62.14,"Clustering Average (7 datasets)":38.7,"PairClassification Average (2 datasets)":71.57,"Reranking Average (2 datasets)":63.28,"Retrieval Average (5 datasets)":33.22,"STS Average (3 datasets)":75.46,"Summarization Average (1 datasets)":28.12}
-{"index":57,"Rank":32,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":50.87,"Classification Average (6 datasets)":64.6,"Clustering Average (7 datasets)":38.32,"PairClassification Average (2 datasets)":74.3,"Reranking Average (2 datasets)":61.4,"Retrieval Average (5 datasets)":28.47,"STS Average (3 datasets)":74.33,"Summarization Average (1 datasets)":30.16}
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-{"index":69,"Rank":34,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":50.63,"Classification Average (6 datasets)":58.08,"Clustering Average (7 datasets)":40.07,"PairClassification Average (2 datasets)":72.38,"Reranking Average (2 datasets)":64.08,"Retrieval Average (5 datasets)":32.18,"STS Average (3 datasets)":74.49,"Summarization Average (1 datasets)":30.01}
-{"index":35,"Rank":35,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":49.61,"Classification Average (6 datasets)":56.63,"Clustering Average (7 datasets)":35.44,"PairClassification Average (2 datasets)":74.74,"Reranking Average (2 datasets)":64.22,"Retrieval Average (5 datasets)":32.37,"STS Average (3 datasets)":77.79,"Summarization Average (1 datasets)":28.77}
-{"index":43,"Rank":36,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":48.33,"Classification Average (6 datasets)":57.72,"Clustering Average (7 datasets)":41.16,"PairClassification Average (2 datasets)":76.08,"Reranking Average (2 datasets)":62.2,"Retrieval Average (5 datasets)":23.44,"STS Average (3 datasets)":65.36,"Summarization Average (1 datasets)":32.22}
-{"index":75,"Rank":37,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":47.6,"Classification Average (6 datasets)":55.78,"Clustering Average (7 datasets)":33.66,"PairClassification Average (2 datasets)":78.81,"Reranking Average (2 datasets)":60.88,"Retrieval Average (5 datasets)":24.76,"STS Average (3 datasets)":78.28,"Summarization Average (1 datasets)":29.33}
-{"index":7,"Rank":38,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":45.65,"Classification Average (6 datasets)":60.98,"Clustering Average (7 datasets)":41.21,"PairClassification Average (2 datasets)":80.54,"Reranking Average (2 datasets)":49.98,"Retrieval Average (5 datasets)":12.94,"STS Average (3 datasets)":59.33,"Summarization Average (1 datasets)":28.72}
-{"index":66,"Rank":39,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":44.91,"Classification Average (6 datasets)":50.9,"Clustering Average (7 datasets)":32.84,"PairClassification Average (2 datasets)":72.72,"Reranking Average (2 datasets)":52.68,"Retrieval Average (5 datasets)":30.69,"STS Average (3 datasets)":66.86,"Summarization Average (1 datasets)":27.59}
-{"index":48,"Rank":40,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (26 datasets)":43.46,"Classification Average (6 datasets)":54.9,"Clustering Average (7 datasets)":35.04,"PairClassification Average (2 datasets)":73.76,"Reranking Average (2 datasets)":50.86,"Retrieval Average (5 datasets)":17.91,"STS Average (3 datasets)":62.34,"Summarization Average (1 datasets)":29.48}
-{"index":5,"Rank":41,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (26 datasets)":41.91,"Classification Average (6 datasets)":53.31,"Clustering Average (7 datasets)":29.92,"PairClassification Average (2 datasets)":81.65,"Reranking Average (2 datasets)":45.61,"Retrieval Average (5 datasets)":16.19,"STS Average (3 datasets)":64.46,"Summarization Average (1 datasets)":31.56}
-{"index":42,"Rank":42,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":41.89,"Classification Average (6 datasets)":48.37,"Clustering Average (7 datasets)":40.43,"PairClassification Average (2 datasets)":70.32,"Reranking Average (2 datasets)":52.62,"Retrieval Average (5 datasets)":13.89,"STS Average (3 datasets)":56.57,"Summarization Average (1 datasets)":30.72}
-{"index":17,"Rank":43,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.22,"Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":34.09,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.49,"STS Average (3 datasets)":50.47,"Summarization Average (1 datasets)":29.13}
-{"index":16,"Rank":44,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.18,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.94,"PairClassification Average (2 datasets)":70.1,"Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.5,"STS Average (3 datasets)":50.44,"Summarization Average (1 datasets)":29.06}
-{"index":18,"Rank":45,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.12,"Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":33.96,"PairClassification Average (2 datasets)":70.09,"Reranking Average (2 datasets)":44.75,"Retrieval Average (5 datasets)":8.51,"STS Average (3 datasets)":49.93,"Summarization Average (1 datasets)":28.84}
-{"index":41,"Rank":46,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.1,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.82,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":44.74,"Retrieval Average (5 datasets)":8.52,"STS Average (3 datasets)":50.02,"Summarization Average (1 datasets)":28.81}
-{"index":49,"Rank":47,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":31.66,"Classification Average (6 datasets)":30.38,"Clustering Average (7 datasets)":29.03,"PairClassification Average (2 datasets)":70.9,"Reranking Average (2 datasets)":39.82,"Retrieval Average (5 datasets)":7.98,"STS Average (3 datasets)":50.89,"Summarization Average (1 datasets)":23.63}
-{"index":79,"Rank":48,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":30.66,"Classification Average (6 datasets)":30.71,"Clustering Average (7 datasets)":28.62,"PairClassification Average (2 datasets)":68.56,"Reranking Average (2 datasets)":39.01,"Retrieval Average (5 datasets)":4.14,"STS Average (3 datasets)":49.27,"Summarization Average (1 datasets)":28.89}
-{"index":78,"Rank":49,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":30.35,"Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":68.4,"Reranking Average (2 datasets)":34.66,"Retrieval Average (5 datasets)":3.2,"STS Average (3 datasets)":50.52,"Summarization Average (1 datasets)":29.14}
-{"index":38,"Rank":50,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":30.05,"Classification Average (6 datasets)":24.91,"Clustering Average (7 datasets)":27.18,"PairClassification Average (2 datasets)":67.02,"Reranking Average (2 datasets)":45.34,"Retrieval Average (5 datasets)":5.87,"STS Average (3 datasets)":52.12,"Summarization Average (1 datasets)":31.26}
-{"index":39,"Rank":51,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":27.57,"Classification Average (6 datasets)":23.28,"Clustering Average (7 datasets)":22.45,"PairClassification Average (2 datasets)":67.39,"Reranking Average (2 datasets)":45.86,"Retrieval Average (5 datasets)":6.73,"STS Average (3 datasets)":43.49,"Summarization Average (1 datasets)":29.43}
-{"index":40,"Rank":52,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":25.35,"Classification Average (6 datasets)":25.21,"Clustering Average (7 datasets)":25.11,"PairClassification Average (2 datasets)":64.46,"Reranking Average (2 datasets)":34.54,"Retrieval Average (5 datasets)":1.22,"STS Average (3 datasets)":32.93,"Summarization Average (1 datasets)":29.25}
-{"index":10,"Rank":54,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":81.62,"Clustering Average (7 datasets)":56.48,"PairClassification Average (2 datasets)":85.07,"Reranking Average (2 datasets)":85.22,"Retrieval Average (5 datasets)":"","STS Average (3 datasets)":82.59,"Summarization Average (1 datasets)":31.26}
-{"index":19,"Rank":58,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":34,"Rank":67,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45}
-{"index":51,"Rank":70,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":68.48,"Clustering Average (7 datasets)":41.33,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":41.15,"STS Average (3 datasets)":72.28,"Summarization Average (1 datasets)":30.28}
-{"index":55,"Rank":71,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":78.02,"Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":86.88,"Reranking Average (2 datasets)":83.76,"Retrieval Average (5 datasets)":52.56,"STS Average (3 datasets)":81.26,"Summarization Average (1 datasets)":30.5}
-{"index":56,"Rank":72,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45}
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-{"index":59,"Rank":74,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":34.73,"PairClassification Average (2 datasets)":70.96,"Reranking Average (2 datasets)":45.63,"Retrieval Average (5 datasets)":29.91,"STS Average (3 datasets)":68.14,"Summarization Average (1 datasets)":28.28}
-{"index":60,"Rank":75,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":61,"Rank":76,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":62,"Rank":77,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":64,"Rank":78,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":65,"Rank":79,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":81,"Rank":82,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (26 datasets)":"","Classification Average (6 datasets)":69.27,"Clustering Average (7 datasets)":49.67,"PairClassification Average (2 datasets)":77.14,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":48.23,"STS Average (3 datasets)":78.31,"Summarization Average (1 datasets)":30.5}
-{"index":82,"Rank":83,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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+{"Rank":5,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (27 datasets)":"","Classification Average (6 datasets)":59.84,"Clustering Average (7 datasets)":41.88,"PairClassification Average (2 datasets)":74.36,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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+{"Rank":9,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (27 datasets)":"","Classification Average (6 datasets)":53.31,"Clustering Average (7 datasets)":29.92,"PairClassification Average (2 datasets)":81.65,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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+{"Rank":11,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":67.08,"Clustering Average (7 datasets)":40.7,"PairClassification Average (2 datasets)":77.67,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":12,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":13,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":14,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":15,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.94,"PairClassification Average (2 datasets)":70.1,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":16,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":34.09,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":17,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":33.96,"PairClassification Average (2 datasets)":70.09,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":18,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":19,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (27 datasets)":"","Classification Average (6 datasets)":64.57,"Clustering Average (7 datasets)":41.7,"PairClassification Average (2 datasets)":77.28,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":20,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":21,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":56.63,"Clustering Average (7 datasets)":35.44,"PairClassification Average (2 datasets)":74.74,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":22,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":65.82,"Clustering Average (7 datasets)":43.17,"PairClassification Average (2 datasets)":77.11,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":23,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":24,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":25,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":24.91,"Clustering Average (7 datasets)":27.18,"PairClassification Average (2 datasets)":67.02,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":26,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":23.28,"Clustering Average (7 datasets)":22.45,"PairClassification Average (2 datasets)":67.39,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":27,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":25.21,"Clustering Average (7 datasets)":25.11,"PairClassification Average (2 datasets)":64.46,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":28,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.82,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":29,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":48.37,"Clustering Average (7 datasets)":40.43,"PairClassification Average (2 datasets)":70.32,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":30,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (27 datasets)":"","Classification Average (6 datasets)":57.72,"Clustering Average (7 datasets)":41.16,"PairClassification Average (2 datasets)":76.08,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":31,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":42.66,"PairClassification Average (2 datasets)":74.82,"Reranking Average (2 datasets)":73.68,"Retrieval Average (5 datasets)":42.76,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":31.86}
+{"Rank":32,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":38.7,"PairClassification Average (2 datasets)":76.19,"Reranking Average (2 datasets)":74.79,"Retrieval Average (5 datasets)":44.23,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":30.92}
+{"Rank":33,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":38.93,"PairClassification Average (2 datasets)":74.1,"Reranking Average (2 datasets)":72.12,"Retrieval Average (5 datasets)":37.27,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":31.5}
+{"Rank":34,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (27 datasets)":"","Classification Average (6 datasets)":54.9,"Clustering Average (7 datasets)":35.04,"PairClassification Average (2 datasets)":73.76,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":35,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (27 datasets)":"","Classification Average (6 datasets)":30.38,"Clustering Average (7 datasets)":29.03,"PairClassification Average (2 datasets)":70.9,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":36,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":52.14,"Clustering Average (7 datasets)":33.75,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":37,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":34.73,"PairClassification Average (2 datasets)":70.96,"Reranking Average (2 datasets)":55.3,"Retrieval Average (5 datasets)":30.36,"STS Average (3 datasets)":66.72,"Summarization Average (1 datasets)":28.28}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":62.14,"Clustering Average (7 datasets)":38.7,"PairClassification Average (2 datasets)":71.57,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":50.9,"Clustering Average (7 datasets)":32.84,"PairClassification Average (2 datasets)":72.72,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":58.08,"Clustering Average (7 datasets)":40.07,"PairClassification Average (2 datasets)":72.38,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":61.64,"Clustering Average (7 datasets)":40.6,"PairClassification Average (2 datasets)":75.39,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":65.09,"Clustering Average (7 datasets)":41.6,"PairClassification Average (2 datasets)":77.5,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":67.36,"Clustering Average (7 datasets)":43.25,"PairClassification Average (2 datasets)":78.96,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (27 datasets)":"","Classification Average (6 datasets)":55.78,"Clustering Average (7 datasets)":33.66,"PairClassification Average (2 datasets)":78.81,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":64.41,"Clustering Average (7 datasets)":42.0,"PairClassification Average (2 datasets)":71.92,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (27 datasets)":"","Classification Average (6 datasets)":66.37,"Clustering Average (7 datasets)":36.35,"PairClassification Average (2 datasets)":73.5,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (27 datasets)":"","Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":68.4,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (27 datasets)":"","Classification Average (6 datasets)":30.71,"Clustering Average (7 datasets)":28.62,"PairClassification Average (2 datasets)":68.56,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (27 datasets)":"","Classification Average (6 datasets)":69.27,"Clustering Average (7 datasets)":49.67,"PairClassification Average (2 datasets)":77.14,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (27 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
diff --git a/boards_data/fr/data_tasks/Classification/default.jsonl b/boards_data/fr/data_tasks/Classification/default.jsonl
index 2165d3061bf8292ed6df3fd448d4003f7dc063d8..b582576b4e24a1177c17872611eae742d44da400 100644
--- a/boards_data/fr/data_tasks/Classification/default.jsonl
+++ b/boards_data/fr/data_tasks/Classification/default.jsonl
@@ -1,77 +1,57 @@
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+{"Rank":55,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":56,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonReviewsClassification (fr)":null,"MasakhaNEWSClassification (fra)":null,"MassiveIntentClassification (fr)":null,"MassiveScenarioClassification (fr)":null,"MTOPDomainClassification (fr)":null,"MTOPIntentClassification (fr)":null}
diff --git a/boards_data/fr/data_tasks/Clustering/default.jsonl b/boards_data/fr/data_tasks/Clustering/default.jsonl
index f3fd8c010529c23d5098f163cf81a7189220d1aa..d0ea9ac88d9fb3a9ba472f51e055c20b09b22807 100644
--- a/boards_data/fr/data_tasks/Clustering/default.jsonl
+++ b/boards_data/fr/data_tasks/Clustering/default.jsonl
@@ -1,60 +1,57 @@
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-{"level_0":2,"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
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-{"level_0":4,"index":81,"Rank":5,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
-{"level_0":5,"index":21,"Rank":6,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.45,"AlloProfClusteringP2P":64.71,"AlloProfClusteringS2S":45.57,"HALClusteringS2S":25.37,"MLSUMClusteringP2P (fr)":44.23,"MLSUMClusteringS2S (fr)":44.58,"MasakhaNEWSClusteringP2P (fra)":61.58,"MasakhaNEWSClusteringS2S (fra)":46.1}
-{"level_0":6,"index":4,"Rank":7,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
-{"level_0":7,"index":24,"Rank":8,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.25,"AlloProfClusteringP2P":62.17,"AlloProfClusteringS2S":45.12,"HALClusteringS2S":23.56,"MLSUMClusteringP2P (fr)":43.3,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":52.88,"MasakhaNEWSClusteringS2S (fra)":53.93}
-{"level_0":8,"index":2,"Rank":9,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.46,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44,"MLSUMClusteringP2P (fr)":45.23,"MLSUMClusteringS2S (fr)":41.48,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":35.18}
-{"level_0":9,"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
-{"level_0":10,"index":3,"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
-{"level_0":11,"index":72,"Rank":12,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
-{"level_0":12,"index":36,"Rank":13,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":43.17,"AlloProfClusteringP2P":62.69,"AlloProfClusteringS2S":42.06,"HALClusteringS2S":23.9,"MLSUMClusteringP2P (fr)":42.04,"MLSUMClusteringS2S (fr)":32.29,"MasakhaNEWSClusteringP2P (fra)":54.51,"MasakhaNEWSClusteringS2S (fra)":44.73}
-{"level_0":13,"index":44,"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.66,"AlloProfClusteringP2P":62.09,"AlloProfClusteringS2S":32.98,"HALClusteringS2S":22.48,"MLSUMClusteringP2P (fr)":43.48,"MLSUMClusteringS2S (fr)":38.53,"MasakhaNEWSClusteringP2P (fra)":47.91,"MasakhaNEWSClusteringS2S (fra)":51.16}
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-{"level_0":16,"index":54,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
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-{"level_0":22,"index":15,"Rank":23,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
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-{"level_0":30,"index":68,"Rank":31,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
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-{"level_0":57,"index":34,"Rank":71,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
-{"level_0":58,"index":55,"Rank":74,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":"","HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":""}
-{"level_0":59,"index":56,"Rank":75,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
+{"Rank":1,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
+{"Rank":2,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
+{"Rank":3,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.46,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44,"MLSUMClusteringP2P (fr)":45.23,"MLSUMClusteringS2S (fr)":41.48,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":35.18}
+{"Rank":4,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
+{"Rank":5,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
+{"Rank":6,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
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+{"Rank":9,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
+{"Rank":10,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
+{"Rank":11,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
+{"Rank":12,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
+{"Rank":13,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
+{"Rank":14,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
+{"Rank":15,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
+{"Rank":16,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
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+{"Rank":20,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
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+{"Rank":22,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
+{"Rank":23,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
+{"Rank":24,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
+{"Rank":25,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
+{"Rank":26,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
+{"Rank":27,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
+{"Rank":28,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
+{"Rank":29,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"Rank":30,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"Rank":31,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"Rank":32,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"Rank":33,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
+{"Rank":34,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
+{"Rank":35,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
+{"Rank":36,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
+{"Rank":37,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
+{"Rank":38,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
+{"Rank":39,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
+{"Rank":40,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
+{"Rank":41,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
+{"Rank":42,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
+{"Rank":43,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":44,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":45,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":46,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":47,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":48,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":49,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":50,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":51,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":52,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":53,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":54,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":55,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":56,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloProfClusteringP2P":null,"AlloProfClusteringS2S":null,"HALClusteringS2S":null,"MLSUMClusteringP2P (fr)":null,"MLSUMClusteringS2S (fr)":null,"MasakhaNEWSClusteringP2P (fra)":null,"MasakhaNEWSClusteringS2S (fra)":null}
diff --git a/boards_data/fr/data_tasks/PairClassification/default.jsonl b/boards_data/fr/data_tasks/PairClassification/default.jsonl
index 57688fcf2dc34dbf2c613bcc78c9f6dc7525109f..69246aa27835d4fc3a608c7f2c5bf7d956820db8 100644
--- a/boards_data/fr/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/fr/data_tasks/PairClassification/default.jsonl
@@ -1,61 +1,57 @@
-{"level_0":0,"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"level_0":1,"index":34,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"level_0":2,"index":56,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"level_0":3,"index":55,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"level_0":4,"index":8,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"level_0":5,"index":10,"Rank":6,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
-{"level_0":6,"index":5,"Rank":7,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":81.65,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":69.53}
-{"level_0":7,"index":7,"Rank":8,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
-{"level_0":8,"index":52,"Rank":9,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
-{"level_0":9,"index":54,"Rank":10,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.15,"OpusparcusPC (fr)":93.37,"PawsXPairClassification (fr)":66.92}
-{"level_0":10,"index":22,"Rank":11,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
-{"level_0":11,"index":53,"Rank":12,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.57,"OpusparcusPC (fr)":93.72,"PawsXPairClassification (fr)":65.42}
-{"level_0":12,"index":72,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.96,"OpusparcusPC (fr)":93.94,"PawsXPairClassification (fr)":63.98}
-{"level_0":13,"index":75,"Rank":14,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.81,"OpusparcusPC (fr)":92.04,"PawsXPairClassification (fr)":65.57}
-{"level_0":14,"index":4,"Rank":15,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.66,"OpusparcusPC (fr)":93.68,"PawsXPairClassification (fr)":63.64}
-{"level_0":15,"index":23,"Rank":16,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.3,"OpusparcusPC (fr)":93.15,"PawsXPairClassification (fr)":63.44}
-{"level_0":16,"index":15,"Rank":17,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.67,"OpusparcusPC (fr)":94.08,"PawsXPairClassification (fr)":61.26}
-{"level_0":17,"index":71,"Rank":18,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.5,"OpusparcusPC (fr)":92.48,"PawsXPairClassification (fr)":62.52}
-{"level_0":18,"index":0,"Rank":19,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.32,"OpusparcusPC (fr)":92.61,"PawsXPairClassification (fr)":62.02}
-{"level_0":19,"index":3,"Rank":20,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
-{"level_0":20,"index":30,"Rank":21,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.28,"OpusparcusPC (fr)":91.42,"PawsXPairClassification (fr)":63.13}
-{"level_0":21,"index":81,"Rank":22,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.14,"OpusparcusPC (fr)":94.12,"PawsXPairClassification (fr)":60.16}
-{"level_0":22,"index":36,"Rank":23,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":77.11,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.59}
-{"level_0":23,"index":29,"Rank":24,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
-{"level_0":24,"index":50,"Rank":25,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
-{"level_0":25,"index":21,"Rank":26,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
-{"level_0":26,"index":80,"Rank":27,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
-{"level_0":27,"index":2,"Rank":28,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.85,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.83}
-{"level_0":28,"index":45,"Rank":29,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
-{"level_0":29,"index":43,"Rank":30,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
-{"level_0":30,"index":68,"Rank":31,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
-{"level_0":31,"index":24,"Rank":32,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
-{"level_0":32,"index":70,"Rank":33,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
-{"level_0":33,"index":44,"Rank":34,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
-{"level_0":34,"index":35,"Rank":35,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
-{"level_0":35,"index":67,"Rank":36,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
-{"level_0":36,"index":1,"Rank":37,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
-{"level_0":37,"index":57,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
-{"level_0":38,"index":14,"Rank":39,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
-{"level_0":39,"index":47,"Rank":40,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
-{"level_0":40,"index":48,"Rank":41,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
-{"level_0":41,"index":77,"Rank":42,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
-{"level_0":42,"index":66,"Rank":43,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
-{"level_0":43,"index":69,"Rank":44,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
-{"level_0":44,"index":76,"Rank":45,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
-{"level_0":45,"index":63,"Rank":46,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
-{"level_0":46,"index":59,"Rank":47,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
-{"level_0":47,"index":49,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
-{"level_0":48,"index":42,"Rank":49,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
-{"level_0":49,"index":16,"Rank":50,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
-{"level_0":50,"index":18,"Rank":51,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
-{"level_0":51,"index":17,"Rank":52,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
-{"level_0":52,"index":41,"Rank":53,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.08,"OpusparcusPC (fr)":86.77,"PawsXPairClassification (fr)":53.39}
-{"level_0":53,"index":79,"Rank":54,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.56,"OpusparcusPC (fr)":83.73,"PawsXPairClassification (fr)":53.38}
-{"level_0":54,"index":78,"Rank":55,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
-{"level_0":55,"index":39,"Rank":56,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
-{"level_0":56,"index":38,"Rank":57,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
-{"level_0":57,"index":40,"Rank":58,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
-{"level_0":58,"index":37,"Rank":72,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
-{"level_0":59,"index":51,"Rank":74,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
-{"level_0":60,"index":82,"Rank":83,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":""}
+{"Rank":1,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":81.65,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":69.53}
+{"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.96,"OpusparcusPC (fr)":93.94,"PawsXPairClassification (fr)":63.98}
+{"Rank":3,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.81,"OpusparcusPC (fr)":92.04,"PawsXPairClassification (fr)":65.57}
+{"Rank":4,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.66,"OpusparcusPC (fr)":93.68,"PawsXPairClassification (fr)":63.64}
+{"Rank":5,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.67,"OpusparcusPC (fr)":94.08,"PawsXPairClassification (fr)":61.26}
+{"Rank":6,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.5,"OpusparcusPC (fr)":92.48,"PawsXPairClassification (fr)":62.52}
+{"Rank":7,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.32,"OpusparcusPC (fr)":92.61,"PawsXPairClassification (fr)":62.02}
+{"Rank":8,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
+{"Rank":9,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.28,"OpusparcusPC (fr)":91.42,"PawsXPairClassification (fr)":63.13}
+{"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.14,"OpusparcusPC (fr)":94.12,"PawsXPairClassification (fr)":60.16}
+{"Rank":11,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":77.11,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.59}
+{"Rank":12,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.85,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.83}
+{"Rank":13,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
+{"Rank":14,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
+{"Rank":15,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
+{"Rank":16,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
+{"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
+{"Rank":18,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
+{"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
+{"Rank":20,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
+{"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
+{"Rank":22,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
+{"Rank":23,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
+{"Rank":24,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
+{"Rank":25,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
+{"Rank":26,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
+{"Rank":27,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
+{"Rank":28,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
+{"Rank":29,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
+{"Rank":30,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
+{"Rank":31,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
+{"Rank":32,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
+{"Rank":33,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
+{"Rank":34,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
+{"Rank":35,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
+{"Rank":36,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.08,"OpusparcusPC (fr)":86.77,"PawsXPairClassification (fr)":53.39}
+{"Rank":37,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.56,"OpusparcusPC (fr)":83.73,"PawsXPairClassification (fr)":53.38}
+{"Rank":38,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
+{"Rank":39,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
+{"Rank":40,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
+{"Rank":41,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
+{"Rank":42,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":43,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":44,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":45,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":46,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":47,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":48,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":49,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":50,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":51,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":52,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":53,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":54,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":55,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":56,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"OpusparcusPC (fr)":null,"PawsXPairClassification (fr)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":null}
diff --git a/boards_data/fr/data_tasks/Reranking/default.jsonl b/boards_data/fr/data_tasks/Reranking/default.jsonl
index b87d1b3bd61e768ae36a264b6b4069e23ce93bd5..80ffbd841925016e1c5659a97c6e96210c32ad7a 100644
--- a/boards_data/fr/data_tasks/Reranking/default.jsonl
+++ b/boards_data/fr/data_tasks/Reranking/default.jsonl
@@ -1,58 +1,57 @@
-{"level_0":0,"index":10,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.22,"AlloprofReranking":78.62,"SyntecReranking":91.83}
-{"level_0":1,"index":55,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
-{"level_0":2,"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
-{"level_0":3,"index":4,"Rank":4,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.59,"AlloprofReranking":74.78,"SyntecReranking":90.4}
-{"level_0":4,"index":3,"Rank":5,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.06,"AlloprofReranking":72.92,"SyntecReranking":91.2}
-{"level_0":5,"index":0,"Rank":6,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.46,"AlloprofReranking":72.36,"SyntecReranking":88.57}
-{"level_0":6,"index":23,"Rank":7,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.35,"AlloprofReranking":73.1,"SyntecReranking":87.6}
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diff --git a/boards_data/fr/data_tasks/Retrieval/default.jsonl b/boards_data/fr/data_tasks/Retrieval/default.jsonl
index 3cc4c57fb1efa970130c92c77bc357179e46ea7a..a86bbed29eb95485a96711fba65f9b494475e2d3 100644
--- a/boards_data/fr/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/fr/data_tasks/Retrieval/default.jsonl
@@ -1,60 +1,57 @@
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+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":34.27,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":6.98,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":57.39,"XPQARetrieval (fr)":null}
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+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"AlloprofRetrieval":26.99,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":51.2}
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+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AlloprofRetrieval":34.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":48.79}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AlloprofRetrieval":40.38,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.14,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":52.14}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"AlloprofRetrieval":45.75,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":3.33,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":56.2}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":18.9,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":40.4}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":35.27,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":59.59}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":33.78,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":65.21}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"AlloprofRetrieval":0.16,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":11.65}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"AlloprofRetrieval":0.52,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.0,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":12.7}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":51.64,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":0.61,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":73.0}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AlloprofRetrieval":null,"AlloprofRetrieval (fra-Latn)":null,"BSARDRetrieval":null,"BSARDRetrieval (fra-Latn)":null,"MintakaRetrieval (fr)":null,"SyntecRetrieval":null,"SyntecRetrieval (fra-Latn)":null,"XPQARetrieval (fr)":null}
diff --git a/boards_data/fr/data_tasks/STS/default.jsonl b/boards_data/fr/data_tasks/STS/default.jsonl
index 00f834f4ee12acfd5fcc49c30ba72aae733570b5..93c77c9db4b7dcfccad8229ab83b869760b36098 100644
--- a/boards_data/fr/data_tasks/STS/default.jsonl
+++ b/boards_data/fr/data_tasks/STS/default.jsonl
@@ -1,74 +1,57 @@
-{"level_0":0,"index":22,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
-{"level_0":1,"index":23,"Rank":2,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
-{"level_0":2,"index":10,"Rank":3,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
-{"level_0":3,"index":34,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"level_0":4,"index":56,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"level_0":5,"index":9,"Rank":6,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"level_0":6,"index":36,"Rank":7,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":81.74,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7}
-{"level_0":7,"index":15,"Rank":8,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.28,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23}
-{"level_0":8,"index":55,"Rank":9,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"level_0":9,"index":8,"Rank":10,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"level_0":10,"index":80,"Rank":11,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"STS22 (fr)":80.31,"STSBenchmarkMultilingualSTS (fr)":84.36,"SICKFr":77.1}
-{"level_0":11,"index":3,"Rank":12,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.29,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09}
-{"level_0":12,"index":4,"Rank":13,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
-{"level_0":13,"index":21,"Rank":14,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
-{"level_0":14,"index":29,"Rank":15,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
-{"level_0":15,"index":0,"Rank":16,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.56,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21}
-{"level_0":16,"index":50,"Rank":17,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
-{"level_0":17,"index":45,"Rank":18,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.37,"STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78}
-{"level_0":18,"index":24,"Rank":19,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.32,"STS22 (fr)":82.57,"STSBenchmarkMultilingualSTS (fr)":82.51,"SICKFr":72.88}
-{"level_0":19,"index":72,"Rank":20,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.37,"STS22 (fr)":76.8,"STSBenchmarkMultilingualSTS (fr)":81.24,"SICKFr":77.07}
-{"level_0":20,"index":81,"Rank":21,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.31,"STS22 (fr)":81.09,"STSBenchmarkMultilingualSTS (fr)":77.55,"SICKFr":76.28}
-{"level_0":21,"index":75,"Rank":22,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.28,"STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":83.48,"SICKFr":77.25}
-{"level_0":22,"index":14,"Rank":23,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.26,"STS22 (fr)":82.8,"STSBenchmarkMultilingualSTS (fr)":76.48,"SICKFr":75.5}
-{"level_0":23,"index":68,"Rank":24,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":78.18,"STS22 (fr)":74.3,"STSBenchmarkMultilingualSTS (fr)":84.69,"SICKFr":75.56}
-{"level_0":24,"index":35,"Rank":25,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.79,"STS22 (fr)":77.54,"STSBenchmarkMultilingualSTS (fr)":81.64,"SICKFr":74.18}
-{"level_0":25,"index":54,"Rank":26,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.72,"STS22 (fr)":82.35,"STSBenchmarkMultilingualSTS (fr)":79.22,"SICKFr":71.6}
-{"level_0":26,"index":53,"Rank":27,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.64,"STS22 (fr)":80.8,"STSBenchmarkMultilingualSTS (fr)":80.23,"SICKFr":71.89}
-{"level_0":27,"index":2,"Rank":28,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.52,"STS22 (fr)":79.99,"STSBenchmarkMultilingualSTS (fr)":79.02,"SICKFr":73.56}
-{"level_0":28,"index":71,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.33,"STS22 (fr)":77.49,"STSBenchmarkMultilingualSTS (fr)":79.42,"SICKFr":75.08}
-{"level_0":29,"index":44,"Rank":30,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.22,"STS22 (fr)":74.8,"STSBenchmarkMultilingualSTS (fr)":80.62,"SICKFr":76.23}
-{"level_0":30,"index":47,"Rank":31,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":77.17,"STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":79.32,"SICKFr":75.62}
-{"level_0":31,"index":30,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.87,"STS22 (fr)":78.77,"STSBenchmarkMultilingualSTS (fr)":79.23,"SICKFr":69.6}
-{"level_0":32,"index":63,"Rank":33,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.46,"STS22 (fr)":76.41,"STSBenchmarkMultilingualSTS (fr)":77.49,"SICKFr":72.49}
-{"level_0":33,"index":67,"Rank":34,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.18,"STS22 (fr)":70.55,"STSBenchmarkMultilingualSTS (fr)":79.9,"SICKFr":75.1}
-{"level_0":34,"index":70,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.14,"STS22 (fr)":75.01,"STSBenchmarkMultilingualSTS (fr)":77.59,"SICKFr":72.83}
-{"level_0":35,"index":76,"Rank":36,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.92,"STS22 (fr)":77.91,"STSBenchmarkMultilingualSTS (fr)":75.48,"SICKFr":71.37}
-{"level_0":36,"index":52,"Rank":37,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.91,"STS22 (fr)":78.68,"STSBenchmarkMultilingualSTS (fr)":76.38,"SICKFr":69.67}
-{"level_0":37,"index":77,"Rank":38,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.55,"STS22 (fr)":71.11,"STSBenchmarkMultilingualSTS (fr)":78.16,"SICKFr":74.39}
-{"level_0":38,"index":69,"Rank":39,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.49,"STS22 (fr)":77.69,"STSBenchmarkMultilingualSTS (fr)":74.04,"SICKFr":71.74}
-{"level_0":39,"index":57,"Rank":40,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.33,"STS22 (fr)":77.95,"STSBenchmarkMultilingualSTS (fr)":75.1,"SICKFr":69.94}
-{"level_0":40,"index":51,"Rank":41,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.28,"STS22 (fr)":75.66,"STSBenchmarkMultilingualSTS (fr)":71.13,"SICKFr":70.04}
-{"level_0":41,"index":1,"Rank":42,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.82,"STS22 (fr)":70.51,"STSBenchmarkMultilingualSTS (fr)":76.43,"SICKFr":68.51}
-{"level_0":42,"index":59,"Rank":43,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":68.14,"STS22 (fr)":77.0,"STSBenchmarkMultilingualSTS (fr)":64.93,"SICKFr":62.48}
-{"level_0":43,"index":66,"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":66.86,"STS22 (fr)":74.62,"STSBenchmarkMultilingualSTS (fr)":63.85,"SICKFr":62.11}
-{"level_0":44,"index":43,"Rank":45,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":65.36,"STS22 (fr)":69.82,"STSBenchmarkMultilingualSTS (fr)":61.87,"SICKFr":64.39}
-{"level_0":45,"index":5,"Rank":46,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":64.46,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95}
-{"level_0":46,"index":48,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.34,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94}
-{"level_0":47,"index":7,"Rank":48,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.33,"STS22 (fr)":67.83,"STSBenchmarkMultilingualSTS (fr)":51.98,"SICKFr":58.18}
-{"level_0":48,"index":42,"Rank":49,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":56.57,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26}
-{"level_0":49,"index":38,"Rank":50,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.12,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86}
-{"level_0":50,"index":49,"Rank":51,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.89,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54}
-{"level_0":51,"index":78,"Rank":52,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":50.52,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62}
-{"level_0":52,"index":17,"Rank":53,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.47,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77}
-{"level_0":53,"index":16,"Rank":54,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.44,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
-{"level_0":54,"index":41,"Rank":55,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":50.02,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75}
-{"level_0":55,"index":18,"Rank":56,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":49.93,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
-{"level_0":56,"index":79,"Rank":57,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":49.27,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01}
-{"level_0":57,"index":39,"Rank":58,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
-{"level_0":58,"index":40,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
-{"level_0":59,"index":20,"Rank":65,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"level_0":60,"index":25,"Rank":66,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"level_0":61,"index":26,"Rank":67,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
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-{"level_0":64,"index":32,"Rank":71,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"level_0":65,"index":33,"Rank":72,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"level_0":66,"index":37,"Rank":73,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"level_0":67,"index":58,"Rank":75,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
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-{"level_0":73,"index":74,"Rank":82,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"Rank":1,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.53,"STS22 (fr)":74.3,"STSBenchmarkMultilingualSTS (fr)":84.69,"SICKFr":75.56,"SICKFr (fra-Latn)":75.56}
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+{"Rank":7,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":79.99,"STSBenchmarkMultilingualSTS (fr)":79.02,"SICKFr":73.56,"SICKFr (fra-Latn)":null}
+{"Rank":8,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09,"SICKFr (fra-Latn)":null}
+{"Rank":9,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9,"SICKFr (fra-Latn)":null}
+{"Rank":10,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95,"SICKFr (fra-Latn)":null}
+{"Rank":11,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":82.8,"STSBenchmarkMultilingualSTS (fr)":76.48,"SICKFr":75.5,"SICKFr (fra-Latn)":null}
+{"Rank":12,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23,"SICKFr (fra-Latn)":null}
+{"Rank":13,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":14,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":15,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":16,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76,"SICKFr (fra-Latn)":null}
+{"Rank":17,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77,"SICKFr (fra-Latn)":null}
+{"Rank":18,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76,"SICKFr (fra-Latn)":null}
+{"Rank":19,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":76.91}
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+{"Rank":21,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":22,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"STS22 (fr)":77.54,"STSBenchmarkMultilingualSTS (fr)":81.64,"SICKFr":74.18,"SICKFr (fra-Latn)":null}
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+{"Rank":24,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":25,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
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+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"STS22 (fr)":79.43,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"STS22 (fr)":74.62,"STSBenchmarkMultilingualSTS (fr)":63.85,"SICKFr":62.11,"SICKFr (fra-Latn)":null}
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+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"STS22 (fr)":75.01,"STSBenchmarkMultilingualSTS (fr)":77.59,"SICKFr":72.83,"SICKFr (fra-Latn)":null}
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+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"STS22 (fr)":76.8,"STSBenchmarkMultilingualSTS (fr)":81.24,"SICKFr":77.07,"SICKFr (fra-Latn)":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":83.48,"SICKFr":77.25,"SICKFr (fra-Latn)":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":77.91,"STSBenchmarkMultilingualSTS (fr)":75.48,"SICKFr":71.37,"SICKFr (fra-Latn)":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":71.11,"STSBenchmarkMultilingualSTS (fr)":78.16,"SICKFr":74.39,"SICKFr (fra-Latn)":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62,"SICKFr (fra-Latn)":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01,"SICKFr (fra-Latn)":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":81.09,"STSBenchmarkMultilingualSTS (fr)":77.55,"SICKFr":76.28,"SICKFr (fra-Latn)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"STS22 (fr)":null,"STSBenchmarkMultilingualSTS (fr)":null,"SICKFr":null,"SICKFr (fra-Latn)":null}
diff --git a/boards_data/fr/data_tasks/Summarization/default.jsonl b/boards_data/fr/data_tasks/Summarization/default.jsonl
index 1a54dfa55ae49a7b95992942cd97ee6ab990e5d0..bf31ada5bfb2c7c32e3fa192789053a7d00962fd 100644
--- a/boards_data/fr/data_tasks/Summarization/default.jsonl
+++ b/boards_data/fr/data_tasks/Summarization/default.jsonl
@@ -1,59 +1,57 @@
-{"level_0":0,"index":53,"Rank":1,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":32.46}
-{"level_0":1,"index":43,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEvalFr":32.22}
-{"level_0":2,"index":47,"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
-{"level_0":3,"index":23,"Rank":4,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.62}
-{"level_0":4,"index":71,"Rank":5,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
-{"level_0":5,"index":5,"Rank":6,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
-{"level_0":6,"index":24,"Rank":7,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.55}
-{"level_0":7,"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
-{"level_0":8,"index":34,"Rank":9,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"level_0":9,"index":56,"Rank":10,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"level_0":10,"index":9,"Rank":11,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
-{"level_0":11,"index":14,"Rank":12,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
-{"level_0":12,"index":15,"Rank":13,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
-{"level_0":13,"index":38,"Rank":14,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
-{"level_0":14,"index":10,"Rank":15,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
-{"level_0":15,"index":45,"Rank":16,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
-{"level_0":16,"index":1,"Rank":17,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
-{"level_0":17,"index":36,"Rank":18,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
-{"level_0":18,"index":44,"Rank":19,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
-{"level_0":19,"index":42,"Rank":20,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
-{"level_0":20,"index":8,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
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-{"level_0":22,"index":81,"Rank":23,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
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-{"level_0":24,"index":3,"Rank":25,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
-{"level_0":25,"index":22,"Rank":26,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.3}
-{"level_0":26,"index":51,"Rank":27,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.28}
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-{"level_0":30,"index":21,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.16}
-{"level_0":31,"index":57,"Rank":32,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
-{"level_0":32,"index":50,"Rank":33,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.13}
-{"level_0":33,"index":69,"Rank":34,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
-{"level_0":34,"index":4,"Rank":35,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
-{"level_0":35,"index":29,"Rank":36,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.69}
-{"level_0":36,"index":80,"Rank":37,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.65}
-{"level_0":37,"index":48,"Rank":38,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
-{"level_0":38,"index":68,"Rank":39,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
-{"level_0":39,"index":39,"Rank":40,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
-{"level_0":40,"index":75,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
-{"level_0":41,"index":40,"Rank":42,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
-{"level_0":42,"index":67,"Rank":43,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
-{"level_0":43,"index":78,"Rank":44,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
-{"level_0":44,"index":17,"Rank":45,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
-{"level_0":45,"index":16,"Rank":46,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
-{"level_0":46,"index":30,"Rank":47,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
-{"level_0":47,"index":79,"Rank":48,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
-{"level_0":48,"index":18,"Rank":49,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
-{"level_0":49,"index":41,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
-{"level_0":50,"index":35,"Rank":51,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
-{"level_0":51,"index":7,"Rank":52,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
-{"level_0":52,"index":77,"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
-{"level_0":53,"index":2,"Rank":54,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
-{"level_0":54,"index":59,"Rank":55,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
-{"level_0":55,"index":76,"Rank":56,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
-{"level_0":56,"index":63,"Rank":57,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
-{"level_0":57,"index":66,"Rank":58,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
-{"level_0":58,"index":49,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
+{"Rank":1,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":31.86,"SummEvalFr":30.76,"SummEvalFr (fra-Latn)":32.96}
+{"Rank":2,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.5,"SummEvalFr":31.85,"SummEvalFr (fra-Latn)":31.14}
+{"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":30.92,"SummEvalFr":30.92,"SummEvalFr (fra-Latn)":30.92}
+{"Rank":4,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":30.16,"SummEvalFr":30.16,"SummEvalFr (fra-Latn)":30.16}
+{"Rank":5,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":29.47,"SummEvalFr":29.47,"SummEvalFr (fra-Latn)":29.47}
+{"Rank":6,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":29.2,"SummEvalFr":29.2,"SummEvalFr (fra-Latn)":29.2}
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+{"Rank":12,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":29.96,"SummEvalFr (fra-Latn)":null}
+{"Rank":13,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"SummEvalFr":31.56,"SummEvalFr (fra-Latn)":null}
+{"Rank":14,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":31.4,"SummEvalFr (fra-Latn)":null}
+{"Rank":15,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":31.26,"SummEvalFr (fra-Latn)":null}
+{"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
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+{"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"SummEvalFr":32.22,"SummEvalFr (fra-Latn)":null}
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+{"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":26.63}
+{"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":28.11}
+{"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":40,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":41,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"SummEvalFr":28.12,"SummEvalFr (fra-Latn)":null}
+{"Rank":42,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":43,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"SummEvalFr":27.59,"SummEvalFr (fra-Latn)":null}
+{"Rank":45,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"SummEvalFr":30.01,"SummEvalFr (fra-Latn)":null}
+{"Rank":46,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"SummEvalFr":30.23,"SummEvalFr (fra-Latn)":null}
+{"Rank":47,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"SummEvalFr":31.59,"SummEvalFr (fra-Latn)":null}
+{"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"SummEvalFr":30.39,"SummEvalFr (fra-Latn)":null}
+{"Rank":49,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
+{"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":29.33,"SummEvalFr (fra-Latn)":null}
+{"Rank":52,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":28.21,"SummEvalFr (fra-Latn)":null}
+{"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":28.56,"SummEvalFr (fra-Latn)":null}
+{"Rank":54,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"SummEvalFr":29.14,"SummEvalFr (fra-Latn)":null}
+{"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"SummEvalFr":28.89,"SummEvalFr (fra-Latn)":null}
+{"Rank":56,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":30.5,"SummEvalFr (fra-Latn)":null}
+{"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"SummEvalFr":null,"SummEvalFr (fra-Latn)":null}
diff --git a/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl b/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
index d28caf35f5a53123a73f357393e31be7eea63db1..fb7dfe5e3172f53849b302706f2add0f6315f1a1 100644
--- a/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
+++ b/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
@@ -1,21 +1,21 @@
-{"level_0":0,"index":15,"Rank":1,"Model":"FollowIR-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":12.15,"Core17InstructionRetrieval":16.48,"News21InstructionRetrieval":6.26,"Robust04InstructionRetrieval":13.72}
-{"level_0":1,"index":17,"Rank":2,"Model":"mistral-7b-instruct-v0.2<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":10.15,"Core17InstructionRetrieval":13.03,"News21InstructionRetrieval":4.81,"Robust04InstructionRetrieval":12.61}
-{"level_0":2,"index":9,"Rank":3,"Model":"flan-t5-large<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":4.72,"Core17InstructionRetrieval":1.32,"News21InstructionRetrieval":8.95,"Robust04InstructionRetrieval":3.9}
-{"level_0":3,"index":5,"Rank":4,"Model":"monot5-3b-msmarco-10k<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":2.53,"Core17InstructionRetrieval":1.84,"News21InstructionRetrieval":1.78,"Robust04InstructionRetrieval":3.96}
-{"level_0":4,"index":0,"Rank":5,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":2.33,"Core17InstructionRetrieval":5.44,"News21InstructionRetrieval":3.94,"Robust04InstructionRetrieval":-2.4}
-{"level_0":5,"index":16,"Rank":6,"Model":"llama-2-7b-chat<\/a>","Model Size (Million Parameters)":7000,"Memory Usage (GB, fp32)":26.08,"Average":1.69,"Core17InstructionRetrieval":2.84,"News21InstructionRetrieval":0.23,"Robust04InstructionRetrieval":2.0}
-{"level_0":6,"index":7,"Rank":7,"Model":"tart-full-flan-t5-xl<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":1.36,"Core17InstructionRetrieval":2.82,"News21InstructionRetrieval":1.99,"Robust04InstructionRetrieval":-0.72}
-{"level_0":7,"index":8,"Rank":8,"Model":"flan-t5-base<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":0.64,"Core17InstructionRetrieval":-3.31,"News21InstructionRetrieval":-0.12,"Robust04InstructionRetrieval":5.35}
-{"level_0":8,"index":3,"Rank":9,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":-0.02,"Core17InstructionRetrieval":2.62,"News21InstructionRetrieval":-1.01,"Robust04InstructionRetrieval":-1.68}
-{"level_0":9,"index":2,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-0.21,"Core17InstructionRetrieval":2.8,"News21InstructionRetrieval":0.2,"Robust04InstructionRetrieval":-3.63}
-{"level_0":10,"index":13,"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
-{"level_0":11,"index":6,"Rank":12,"Model":"monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
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-{"level_0":13,"index":20,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
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-{"level_0":17,"index":18,"Rank":18,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
-{"level_0":18,"index":12,"Rank":19,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
-{"level_0":19,"index":10,"Rank":20,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
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+{"Rank":1,"Model":"FollowIR-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":12.15,"Core17InstructionRetrieval":16.48,"News21InstructionRetrieval":6.26,"Robust04InstructionRetrieval":13.72}
+{"Rank":2,"Model":"mistral-7b-instruct-v0.2<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":10.15,"Core17InstructionRetrieval":13.03,"News21InstructionRetrieval":4.81,"Robust04InstructionRetrieval":12.61}
+{"Rank":3,"Model":"flan-t5-large<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":4.72,"Core17InstructionRetrieval":1.32,"News21InstructionRetrieval":8.95,"Robust04InstructionRetrieval":3.9}
+{"Rank":4,"Model":"monot5-3b-msmarco-10k<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":2.53,"Core17InstructionRetrieval":1.84,"News21InstructionRetrieval":1.78,"Robust04InstructionRetrieval":3.96}
+{"Rank":5,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":2.33,"Core17InstructionRetrieval":5.44,"News21InstructionRetrieval":3.94,"Robust04InstructionRetrieval":-2.4}
+{"Rank":6,"Model":"llama-2-7b-chat<\/a>","Model Size (Million Parameters)":7000,"Memory Usage (GB, fp32)":26.08,"Average":1.69,"Core17InstructionRetrieval":2.84,"News21InstructionRetrieval":0.23,"Robust04InstructionRetrieval":2.0}
+{"Rank":7,"Model":"tart-full-flan-t5-xl<\/a>","Model Size (Million Parameters)":2480,"Memory Usage (GB, fp32)":9.24,"Average":1.36,"Core17InstructionRetrieval":2.82,"News21InstructionRetrieval":1.99,"Robust04InstructionRetrieval":-0.72}
+{"Rank":8,"Model":"flan-t5-base<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":0.64,"Core17InstructionRetrieval":-3.31,"News21InstructionRetrieval":-0.12,"Robust04InstructionRetrieval":5.35}
+{"Rank":9,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":-0.02,"Core17InstructionRetrieval":2.62,"News21InstructionRetrieval":-1.01,"Robust04InstructionRetrieval":-1.68}
+{"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-0.21,"Core17InstructionRetrieval":2.8,"News21InstructionRetrieval":0.2,"Robust04InstructionRetrieval":-3.63}
+{"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
+{"Rank":12,"Model":"monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
+{"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.09,"Core17InstructionRetrieval":-1.06,"News21InstructionRetrieval":-2.15,"Robust04InstructionRetrieval":-3.06}
+{"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
+{"Rank":15,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
+{"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
+{"Rank":17,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
+{"Rank":18,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
+{"Rank":19,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
+{"Rank":20,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
+{"Rank":21,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
diff --git a/boards_data/law/data_tasks/Retrieval/default.jsonl b/boards_data/law/data_tasks/Retrieval/default.jsonl
index 34beafa5997c45e8e8345922090321c6ee232d3f..aa49de0a498f7764414a3ec0e47940e1b74beeda 100644
--- a/boards_data/law/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/law/data_tasks/Retrieval/default.jsonl
@@ -1,11 +1,17 @@
-{"level_0":0,"index":1,"Rank":1,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.39,"AILACasedocs":44.56,"AILAStatutes":45.51,"GerDaLIRSmall":44.91,"LeCaRDv2":72.75,"LegalBenchConsumerContractsQA":83.27,"LegalBenchCorporateLobbying":95.66,"LegalQuAD":67.47,"LegalSummarization":68.96}
-{"level_0":1,"index":5,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.77,"AILACasedocs":38.76,"AILAStatutes":38.07,"GerDaLIRSmall":37.18,"LeCaRDv2":68.56,"LegalBenchConsumerContractsQA":75.46,"LegalBenchCorporateLobbying":94.01,"LegalQuAD":59.64,"LegalSummarization":66.51}
-{"level_0":2,"index":10,"Rank":3,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.22,"AILACasedocs":39.0,"AILAStatutes":41.31,"GerDaLIRSmall":32.77,"LeCaRDv2":57.2,"LegalBenchConsumerContractsQA":79.39,"LegalBenchCorporateLobbying":95.09,"LegalQuAD":57.47,"LegalSummarization":71.55}
-{"level_0":3,"index":0,"Rank":4,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.43,"AILACasedocs":38.2,"AILAStatutes":44.81,"GerDaLIRSmall":17.85,"LeCaRDv2":61.12,"LegalBenchConsumerContractsQA":80.8,"LegalBenchCorporateLobbying":94.11,"LegalQuAD":47.17,"LegalSummarization":67.39}
-{"level_0":4,"index":3,"Rank":5,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.04,"AILACasedocs":31.54,"AILAStatutes":27.15,"GerDaLIRSmall":6.05,"LeCaRDv2":21.02,"LegalBenchConsumerContractsQA":77.12,"LegalBenchCorporateLobbying":93.68,"LegalQuAD":26.08,"LegalSummarization":61.7}
-{"level_0":5,"index":2,"Rank":6,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":39.22,"AILACasedocs":25.15,"AILAStatutes":20.74,"GerDaLIRSmall":3.96,"LeCaRDv2":22.68,"LegalBenchConsumerContractsQA":73.52,"LegalBenchCorporateLobbying":91.51,"LegalQuAD":16.22,"LegalSummarization":59.99}
-{"level_0":6,"index":4,"Rank":7,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AILACasedocs":35.31,"AILAStatutes":41.8,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":82.1,"LegalBenchCorporateLobbying":95.0,"LegalQuAD":"","LegalSummarization":70.64}
-{"level_0":7,"index":6,"Rank":8,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalSummarization":57.43}
-{"level_0":8,"index":7,"Rank":9,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AILACasedocs":19.72,"AILAStatutes":20.52,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":65.6,"LegalBenchCorporateLobbying":86.41,"LegalQuAD":"","LegalSummarization":59.0}
-{"level_0":9,"index":8,"Rank":10,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AILACasedocs":22.51,"AILAStatutes":21.27,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":75.25,"LegalBenchCorporateLobbying":89.04,"LegalQuAD":"","LegalSummarization":58.55}
-{"level_0":10,"index":9,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":"","AILAStatutes":"","GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":"","LegalBenchCorporateLobbying":"","LegalQuAD":"","LegalSummarization":""}
+{"Rank":1,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":38.2,"AILAStatutes":44.81,"GerDaLIRSmall":17.85,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":61.12,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":80.8,"LegalBenchCorporateLobbying":94.11,"LegalQuAD":47.17,"LegalQuAD (deu-Latn)":"","LegalSummarization":67.39}
+{"Rank":2,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":44.56,"AILAStatutes":45.51,"GerDaLIRSmall":44.91,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":72.75,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":83.27,"LegalBenchCorporateLobbying":95.66,"LegalQuAD":67.47,"LegalQuAD (deu-Latn)":"","LegalSummarization":68.96}
+{"Rank":3,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":"","AILACasedocs":25.15,"AILAStatutes":20.74,"GerDaLIRSmall":3.96,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":22.68,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":73.52,"LegalBenchCorporateLobbying":91.51,"LegalQuAD":16.22,"LegalQuAD (deu-Latn)":"","LegalSummarization":59.99}
+{"Rank":4,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":31.54,"AILAStatutes":27.15,"GerDaLIRSmall":6.05,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":21.02,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":77.12,"LegalBenchCorporateLobbying":93.68,"LegalQuAD":26.08,"LegalQuAD (deu-Latn)":"","LegalSummarization":61.7}
+{"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AILACasedocs":35.31,"AILAStatutes":41.8,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":20.61,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":64.05,"LegalBenchConsumerContractsQA":82.1,"LegalBenchCorporateLobbying":95.0,"LegalQuAD":"","LegalQuAD (deu-Latn)":44.18,"LegalSummarization":70.64}
+{"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AILACasedocs":38.76,"AILAStatutes":38.07,"GerDaLIRSmall":37.18,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":68.56,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":75.46,"LegalBenchCorporateLobbying":94.01,"LegalQuAD":59.64,"LegalQuAD (deu-Latn)":"","LegalSummarization":66.51}
+{"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AILACasedocs":26.05,"AILAStatutes":20.37,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":15.3,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":59.0,"LegalBenchConsumerContractsQA":69.02,"LegalBenchCorporateLobbying":88.97,"LegalQuAD":"","LegalQuAD (deu-Latn)":47.85,"LegalSummarization":61.69}
+{"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AILACasedocs":26.43,"AILAStatutes":20.84,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":15.72,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":55.83,"LegalBenchConsumerContractsQA":73.3,"LegalBenchCorporateLobbying":89.72,"LegalQuAD":"","LegalQuAD (deu-Latn)":43.17,"LegalSummarization":62.1}
+{"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AILACasedocs":23.43,"AILAStatutes":19.01,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":14.81,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":61.58,"LegalBenchConsumerContractsQA":66.98,"LegalBenchCorporateLobbying":89.47,"LegalQuAD":"","LegalQuAD (deu-Latn)":47.8,"LegalSummarization":55.76}
+{"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AILACasedocs":17.67,"AILAStatutes":16.72,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":4.59,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":24.68,"LegalBenchConsumerContractsQA":54.66,"LegalBenchCorporateLobbying":69.39,"LegalQuAD":"","LegalQuAD (deu-Latn)":16.64,"LegalSummarization":53.89}
+{"Rank":11,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":1.35,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":18.77,"LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalQuAD (deu-Latn)":7.44,"LegalSummarization":57.43}
+{"Rank":12,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AILACasedocs":19.72,"AILAStatutes":20.52,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":2.41,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":17.5,"LegalBenchConsumerContractsQA":65.6,"LegalBenchCorporateLobbying":86.41,"LegalQuAD":"","LegalQuAD (deu-Latn)":11.81,"LegalSummarization":59.0}
+{"Rank":13,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AILACasedocs":22.51,"AILAStatutes":21.27,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":3.78,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":18.09,"LegalBenchConsumerContractsQA":75.25,"LegalBenchCorporateLobbying":89.04,"LegalQuAD":"","LegalQuAD (deu-Latn)":10.67,"LegalSummarization":58.55}
+{"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AILACasedocs":13.66,"AILAStatutes":20.52,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":2.62,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":32.03,"LegalBenchConsumerContractsQA":49.81,"LegalBenchCorporateLobbying":88.51,"LegalQuAD":"","LegalQuAD (deu-Latn)":13.31,"LegalSummarization":54.97}
+{"Rank":15,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AILACasedocs":17.45,"AILAStatutes":22.24,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":3.0,"LeCaRDv2":"","LeCaRDv2 (zho-Hans)":33.91,"LegalBenchConsumerContractsQA":52.37,"LegalBenchCorporateLobbying":87.62,"LegalQuAD":"","LegalQuAD (deu-Latn)":17.8,"LegalSummarization":56.8}
+{"Rank":16,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AILACasedocs":7.43,"AILAStatutes":13.62,"GerDaLIRSmall":"","GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":"","LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":"","LegalBenchCorporateLobbying":"","LegalQuAD":"","LegalQuAD (deu-Latn)":"","LegalSummarization":""}
+{"Rank":17,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AILACasedocs":39.0,"AILAStatutes":41.31,"GerDaLIRSmall":32.77,"GerDaLIRSmall (deu-Latn)":"","LeCaRDv2":57.2,"LeCaRDv2 (zho-Hans)":"","LegalBenchConsumerContractsQA":79.39,"LegalBenchCorporateLobbying":95.09,"LegalQuAD":57.47,"LegalQuAD (deu-Latn)":"","LegalSummarization":71.55}
diff --git a/boards_data/longembed/data_tasks/Retrieval/default.jsonl b/boards_data/longembed/data_tasks/Retrieval/default.jsonl
index 378a134995551d6eaf5f4a22067fdcc462af18cb..9deef24bd1b9ecf7a866b50b9aac3c769c1735c3 100644
--- a/boards_data/longembed/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/longembed/data_tasks/Retrieval/default.jsonl
@@ -1,13 +1,19 @@
-{"level_0":0,"index":1,"Rank":1,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.17,"LEMBNarrativeQARetrieval":64.69,"LEMBNeedleRetrieval":75.25,"LEMBPasskeyRetrieval":97.0,"LEMBQMSumRetrieval":51.49,"LEMBSummScreenFDRetrieval":99.11,"LEMBWikimQARetrieval":87.49}
-{"level_0":1,"index":0,"Rank":2,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.85,"LEMBNarrativeQARetrieval":55.78,"LEMBNeedleRetrieval":80.5,"LEMBPasskeyRetrieval":93.75,"LEMBQMSumRetrieval":57.26,"LEMBSummScreenFDRetrieval":98.72,"LEMBWikimQARetrieval":87.08}
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diff --git a/boards_data/no/data_tasks/Classification/default.jsonl b/boards_data/no/data_tasks/Classification/default.jsonl
index a6fb06469994e12257dfe9ba3013bdee3b121ceb..d2efe60de93c56eeca8f8b7fc5b011495104b438 100644
--- a/boards_data/no/data_tasks/Classification/default.jsonl
+++ b/boards_data/no/data_tasks/Classification/default.jsonl
@@ -1,47 +1,32 @@
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-{"level_0":31,"index":21,"Rank":32,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":32,"index":25,"Rank":33,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":33,"index":27,"Rank":34,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":34,"index":28,"Rank":35,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":35,"index":32,"Rank":36,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":36,"index":33,"Rank":37,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":37,"index":35,"Rank":38,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":38,"index":36,"Rank":39,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":39,"index":37,"Rank":40,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":40,"index":38,"Rank":41,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":41,"index":39,"Rank":42,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":42,"index":40,"Rank":43,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":43,"index":41,"Rank":44,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":44,"index":42,"Rank":45,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":45,"index":43,"Rank":46,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":46,"index":44,"Rank":47,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":65.06,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NoRecClassification (nob-Latn)":58.43,"NordicLangClassification":82.29,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":80.15,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
+{"Rank":2,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":62.42,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NoRecClassification (nob-Latn)":53.74,"NordicLangClassification":75.94,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":75.85,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
+{"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":59.43,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NoRecClassification (nob-Latn)":50.08,"NordicLangClassification":75.15,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":72.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
+{"Rank":4,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.04,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NoRecClassification (nob-Latn)":37.93,"NordicLangClassification":54.71,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":54.7,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
+{"Rank":5,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":6,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":52.05,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":63.6,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":7,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NoRecClassification (nob-Latn)":"","NordicLangClassification":62.45,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.56,"ScalaNbClassification":53.63}
+{"Rank":8,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NoRecClassification (nob-Latn)":"","NordicLangClassification":44.53,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":52.44,"ScalaNbClassification":52.41}
+{"Rank":9,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NoRecClassification (nob-Latn)":"","NordicLangClassification":51.45,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":55.74,"ScalaNbClassification":50.34}
+{"Rank":10,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NoRecClassification (nob-Latn)":"","NordicLangClassification":84.69,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.41,"ScalaNbClassification":62.25}
+{"Rank":11,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NoRecClassification (nob-Latn)":"","NordicLangClassification":85.27,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":62.58,"ScalaNbClassification":66.97}
+{"Rank":12,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NoRecClassification (nob-Latn)":"","NordicLangClassification":77.68,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":58.78,"ScalaNbClassification":58.95}
+{"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NoRecClassification (nob-Latn)":"","NordicLangClassification":59.34,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.42,"ScalaNbClassification":50.18}
+{"Rank":14,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NoRecClassification (nob-Latn)":"","NordicLangClassification":58.3,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.26,"ScalaNbClassification":50.13}
+{"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NoRecClassification (nob-Latn)":"","NordicLangClassification":53.47,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.57,"ScalaNbClassification":50.03}
+{"Rank":16,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NoRecClassification (nob-Latn)":"","NordicLangClassification":57.82,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":53.25,"ScalaNbClassification":75.28}
+{"Rank":17,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":"","MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NoRecClassification (nob-Latn)":"","NordicLangClassification":82.67,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":59.33,"ScalaNbClassification":60.19}
+{"Rank":18,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":"","MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NoRecClassification (nob-Latn)":"","NordicLangClassification":84.25,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":58.85,"ScalaNbClassification":66.79}
+{"Rank":19,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NoRecClassification (nob-Latn)":45.45,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":35.39,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NoRecClassification (nob-Latn)":37.73,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":54.17,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":38.34,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":50.15,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":22,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":24,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":25,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":26,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":46.7,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":42.52,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":27,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":50.32,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":41.57,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":28,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":29,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":30,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":31,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NoRecClassification (nob-Latn)":"","NordicLangClassification":74.25,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.79,"ScalaNbClassification":59.99}
+{"Rank":32,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NoRecClassification (nob-Latn)":"","NordicLangClassification":79.39,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.75,"ScalaNbClassification":58.33}
diff --git a/boards_data/other-cls/data_tasks/Classification/default.jsonl b/boards_data/other-cls/data_tasks/Classification/default.jsonl
index 6cc2266f3c966d3ef8d2b03ad0762f491bf275ba..d0d84bec7f740f26c57813b82231cb3076a39437 100644
--- a/boards_data/other-cls/data_tasks/Classification/default.jsonl
+++ b/boards_data/other-cls/data_tasks/Classification/default.jsonl
@@ -1,128 +1,56 @@
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diff --git a/boards_data/other-sts/data_tasks/STS/default.jsonl b/boards_data/other-sts/data_tasks/STS/default.jsonl
index d109775affad1d9b9e970596cd04ddec62179a9d..0e6bc0c5f1e3bcc7b8685490bf76f82f8745df46 100644
--- a/boards_data/other-sts/data_tasks/STS/default.jsonl
+++ b/boards_data/other-sts/data_tasks/STS/default.jsonl
@@ -1,269 +1,101 @@
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-{"level_0":2,"index":103,"Rank":3,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.85,"STS17 (ar-ar)":79.38,"STS17 (en-ar)":58.76,"STS17 (en-de)":76.13,"STS17 (en-tr)":55.53,"STS17 (es-en)":72.26,"STS17 (es-es)":85.06,"STS17 (fr-en)":75.63,"STS17 (it-en)":71.36,"STS17 (ko-ko)":80.79,"STS17 (nl-en)":71.99,"STS22 (ar)":57.44,"STS22 (de)":60.12,"STS22 (de-en)":53.36,"STS22 (de-fr)":58.25,"STS22 (de-pl)":48.47,"STS22 (es)":68.57,"STS22 (es-en)":77.41,"STS22 (es-it)":74.69,"STS22 (fr)":81.47,"STS22 (fr-pl)":73.25,"STS22 (it)":79.28,"STS22 (pl)":42.08,"STS22 (pl-en)":77.5,"STS22 (ru)":61.71,"STS22 (tr)":66.62,"STS22 (zh-en)":69.87,"STSBenchmark":81.95}
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-{"level_0":122,"index":101,"Rank":123,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"level_0":124,"index":104,"Rank":125,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94}
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+{"Rank":9,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.22,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":10,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":83.02,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":11,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":12,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":13,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":82.72,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":14,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","STS17 (ar-ar)":67.47,"STS17 (en-ar)":65.05,"STS17 (en-de)":66.66,"STS17 (en-tr)":70.05,"STS17 (es-en)":55.3,"STS17 (es-es)":79.67,"STS17 (fr-en)":70.82,"STS17 (it-en)":70.98,"STS17 (ko-ko)":70.52,"STS17 (nl-en)":68.12,"STS22 (ar)":42.57,"STS22 (de)":25.69,"STS22 (de-en)":32.35,"STS22 (de-fr)":37.41,"STS22 (de-pl)":15.67,"STS22 (es)":54.92,"STS22 (es-en)":54.34,"STS22 (es-it)":42.21,"STS22 (fr)":58.61,"STS22 (fr-pl)":39.44,"STS22 (it)":60.31,"STS22 (pl)":18.34,"STS22 (pl-en)":53.63,"STS22 (ru)":39.24,"STS22 (tr)":36.97,"STS22 (zh-en)":46.19,"STSBenchmark":69.77,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":69.82,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":15,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":16,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":79.27,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":17,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":76.48,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":18,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":81.84,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":61.6,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":53.76,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":21,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":66.71,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":22,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":52.25,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":23,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":52.25,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
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+{"Rank":25,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.1,"STSBenchmarkMultilingualSTS (cmn-Hans)":75.27,"STSBenchmarkMultilingualSTS (deu-Latn)":77.57,"STSBenchmarkMultilingualSTS (en)":83.12,"STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":77.48,"STSBenchmarkMultilingualSTS (ita-Latn)":76.24,"STSBenchmarkMultilingualSTS (nld-Latn)":74.83,"STSBenchmarkMultilingualSTS (pol-Latn)":74.67,"STSBenchmarkMultilingualSTS (por-Latn)":76.61,"STSBenchmarkMultilingualSTS (rus-Cyrl)":76.19,"STSBenchmarkMultilingualSTS (spa-Latn)":79.51}
+{"Rank":26,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":27,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":28,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":29,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.44,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":30,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":31,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":32,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":33,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":34,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":79.23,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":35,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":36,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":37,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":38,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":73.02,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":39,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
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+{"Rank":41,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":81.64,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":42,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":85.79,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":43,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":81.81,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":44,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":82.96,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":45,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":58.45,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":46,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":65.37,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":37.14,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":47,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":33.41,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":48,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":48.52,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":15.66,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":49,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":52.25,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":50,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":54.97,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":51,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":69.82,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":61.87,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":84.25,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":52,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":34.07,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64,"STSBenchmarkMultilingualSTS (cmn-Hans)":79.87,"STSBenchmarkMultilingualSTS (deu-Latn)":79.68,"STSBenchmarkMultilingualSTS (en)":85.64,"STSBenchmarkMultilingualSTS (fr)":80.62,"STSBenchmarkMultilingualSTS (fra-Latn)":80.85,"STSBenchmarkMultilingualSTS (ita-Latn)":78.09,"STSBenchmarkMultilingualSTS (nld-Latn)":75.96,"STSBenchmarkMultilingualSTS (pol-Latn)":74.93,"STSBenchmarkMultilingualSTS (por-Latn)":67.16,"STSBenchmarkMultilingualSTS (rus-Cyrl)":79.33,"STSBenchmarkMultilingualSTS (spa-Latn)":81.75}
+{"Rank":53,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":34.66,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.29,"STSBenchmarkMultilingualSTS (cmn-Hans)":81.22,"STSBenchmarkMultilingualSTS (deu-Latn)":84.27,"STSBenchmarkMultilingualSTS (en)":87.29,"STSBenchmarkMultilingualSTS (fr)":82.53,"STSBenchmarkMultilingualSTS (fra-Latn)":83.28,"STSBenchmarkMultilingualSTS (ita-Latn)":81.75,"STSBenchmarkMultilingualSTS (nld-Latn)":81.63,"STSBenchmarkMultilingualSTS (pol-Latn)":81.06,"STSBenchmarkMultilingualSTS (por-Latn)":73.31,"STSBenchmarkMultilingualSTS (rus-Cyrl)":83.05,"STSBenchmarkMultilingualSTS (spa-Latn)":83.81}
+{"Rank":54,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":35.8,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.11,"STSBenchmarkMultilingualSTS (cmn-Hans)":78.49,"STSBenchmarkMultilingualSTS (deu-Latn)":79.17,"STSBenchmarkMultilingualSTS (en)":84.11,"STSBenchmarkMultilingualSTS (fr)":79.32,"STSBenchmarkMultilingualSTS (fra-Latn)":79.2,"STSBenchmarkMultilingualSTS (ita-Latn)":78.21,"STSBenchmarkMultilingualSTS (nld-Latn)":76.04,"STSBenchmarkMultilingualSTS (pol-Latn)":72.61,"STSBenchmarkMultilingualSTS (por-Latn)":77.39,"STSBenchmarkMultilingualSTS (rus-Cyrl)":78.24,"STSBenchmarkMultilingualSTS (spa-Latn)":80.31}
+{"Rank":55,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":56,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":38.69,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":49.97,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":58,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":61.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":36.78,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":59,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":60,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":61,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":62,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":63,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":64,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":65,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":66,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":67,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":68,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":58.71,"STS17 (en-ar)":0.54,"STS17 (en-de)":27.54,"STS17 (en-tr)":0.43,"STS17 (es-en)":22.01,"STS17 (es-es)":78.37,"STS17 (fr-en)":30.7,"STS17 (it-en)":24.28,"STS17 (ko-ko)":43.37,"STS17 (nl-en)":24.51,"STS22 (ar)":17.54,"STS22 (de)":22.53,"STS22 (de-en)":42.86,"STS22 (de-fr)":43.52,"STS22 (de-pl)":1.63,"STS22 (es)":43.98,"STS22 (es-en)":53.99,"STS22 (es-it)":40.71,"STS22 (fr)":69.51,"STS22 (fr-pl)":16.9,"STS22 (it)":47.48,"STS22 (pl)":19.22,"STS22 (pl-en)":42.67,"STS22 (ru)":11.19,"STS22 (tr)":21.6,"STS22 (zh-en)":44.39,"STSBenchmark":83.09,"STSBenchmarkMultilingualSTS (cmn-Hans)":38.93,"STSBenchmarkMultilingualSTS (deu-Latn)":63.28,"STSBenchmarkMultilingualSTS (en)":83.09,"STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":66.68,"STSBenchmarkMultilingualSTS (ita-Latn)":60.71,"STSBenchmarkMultilingualSTS (nld-Latn)":60.03,"STSBenchmarkMultilingualSTS (pol-Latn)":60.2,"STSBenchmarkMultilingualSTS (por-Latn)":63.85,"STSBenchmarkMultilingualSTS (rus-Cyrl)":56.09,"STSBenchmarkMultilingualSTS (spa-Latn)":65.33}
+{"Rank":69,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42,"STSBenchmarkMultilingualSTS (cmn-Hans)":39.43,"STSBenchmarkMultilingualSTS (deu-Latn)":61.43,"STSBenchmarkMultilingualSTS (en)":83.42,"STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":65.15,"STSBenchmarkMultilingualSTS (ita-Latn)":62.72,"STSBenchmarkMultilingualSTS (nld-Latn)":57.01,"STSBenchmarkMultilingualSTS (pol-Latn)":52.36,"STSBenchmarkMultilingualSTS (por-Latn)":62.12,"STSBenchmarkMultilingualSTS (rus-Cyrl)":55.54,"STSBenchmarkMultilingualSTS (spa-Latn)":65.78}
+{"Rank":70,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":27.14,"STS17 (en-ar)":6.9,"STS17 (en-de)":11.59,"STS17 (en-tr)":6.46,"STS17 (es-en)":10.86,"STS17 (es-es)":55.45,"STS17 (fr-en)":16.02,"STS17 (it-en)":19.87,"STS17 (ko-ko)":8.08,"STS17 (nl-en)":24.92,"STS22 (ar)":19.57,"STS22 (de)":17.31,"STS22 (de-en)":26.03,"STS22 (de-fr)":10.26,"STS22 (de-pl)":16.94,"STS22 (es)":48.89,"STS22 (es-en)":51.79,"STS22 (es-it)":25.24,"STS22 (fr)":53.92,"STS22 (fr-pl)":39.44,"STS22 (it)":39.43,"STS22 (pl)":13.56,"STS22 (pl-en)":25.36,"STS22 (ru)":1.11,"STS22 (tr)":31.73,"STS22 (zh-en)":8.44,"STSBenchmark":61.26,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
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+{"Rank":78,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":79,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":63.85,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
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+{"Rank":85,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":81.24,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":86,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":81.81,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":87,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":78.12,"STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":88,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":83.48,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":89,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":75.48,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":90,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":78.16,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":91,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":46.23,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":92,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":"","STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":42.32,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":93,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":94,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":95,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":96,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":97,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":77.55,"STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":98,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":99,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":100,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
+{"Rank":101,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54,"STSBenchmarkMultilingualSTS (cmn-Hans)":"","STSBenchmarkMultilingualSTS (deu-Latn)":"","STSBenchmarkMultilingualSTS (en)":"","STSBenchmarkMultilingualSTS (fr)":"","STSBenchmarkMultilingualSTS (fra-Latn)":"","STSBenchmarkMultilingualSTS (ita-Latn)":"","STSBenchmarkMultilingualSTS (nld-Latn)":"","STSBenchmarkMultilingualSTS (pol-Latn)":"","STSBenchmarkMultilingualSTS (por-Latn)":"","STSBenchmarkMultilingualSTS (rus-Cyrl)":"","STSBenchmarkMultilingualSTS (spa-Latn)":""}
diff --git a/boards_data/pl/data_overall/default.jsonl b/boards_data/pl/data_overall/default.jsonl
index 041713a35621379d0b199e8fb6cde94dc2a5bb19..42469c40a747bcb12baa42f1f31f9f1850c11010 100644
--- a/boards_data/pl/data_overall/default.jsonl
+++ b/boards_data/pl/data_overall/default.jsonl
@@ -1,40 +1,23 @@
-{"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
-{"index":22,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
-{"index":34,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
-{"index":1,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":64.04,"Classification Average (7 datasets)":72.29,"Clustering Average (1 datasets)":44.59,"PairClassification Average (4 datasets)":84.87,"Retrieval Average (11 datasets)":51.88,"STS Average (3 datasets)":68.12}
-{"index":33,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":64.04,"Classification Average (7 datasets)":72.29,"Clustering Average (1 datasets)":44.59,"PairClassification Average (4 datasets)":84.87,"Retrieval Average (11 datasets)":51.88,"STS Average (3 datasets)":68.12}
-{"index":39,"Rank":6,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":63.23,"Classification Average (7 datasets)":66.39,"Clustering Average (1 datasets)":31.16,"PairClassification Average (4 datasets)":89.13,"Retrieval Average (11 datasets)":52.71,"STS Average (3 datasets)":70.59}
-{"index":36,"Rank":7,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":61.17,"Classification Average (7 datasets)":61.07,"Clustering Average (1 datasets)":30.62,"PairClassification Average (4 datasets)":85.9,"Retrieval Average (11 datasets)":52.63,"STS Average (3 datasets)":69.98}
-{"index":38,"Rank":8,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":61.05,"Classification Average (7 datasets)":62.92,"Clustering Average (1 datasets)":33.08,"PairClassification Average (4 datasets)":88.14,"Retrieval Average (11 datasets)":49.92,"STS Average (3 datasets)":70.7}
-{"index":26,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":60.08,"Classification Average (7 datasets)":63.82,"Clustering Average (1 datasets)":33.88,"PairClassification Average (4 datasets)":85.5,"Retrieval Average (11 datasets)":48.98,"STS Average (3 datasets)":66.91}
-{"index":35,"Rank":10,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":59.71,"Classification Average (7 datasets)":59.52,"Clustering Average (1 datasets)":30.25,"PairClassification Average (4 datasets)":86.16,"Retrieval Average (11 datasets)":50.06,"STS Average (3 datasets)":70.13}
-{"index":19,"Rank":11,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":56.92,"Classification Average (7 datasets)":60.44,"Clustering Average (1 datasets)":32.85,"PairClassification Average (4 datasets)":87.92,"Retrieval Average (11 datasets)":42.19,"STS Average (3 datasets)":69.47}
-{"index":37,"Rank":12,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":55.84,"Classification Average (7 datasets)":57.73,"Clustering Average (1 datasets)":31.77,"PairClassification Average (4 datasets)":84.61,"Retrieval Average (11 datasets)":42.83,"STS Average (3 datasets)":68.77}
-{"index":25,"Rank":13,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":55.62,"Classification Average (7 datasets)":59.01,"Clustering Average (1 datasets)":24.97,"PairClassification Average (4 datasets)":82.15,"Retrieval Average (11 datasets)":44.01,"STS Average (3 datasets)":65.13}
-{"index":28,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":54.14,"Classification Average (7 datasets)":57.05,"Clustering Average (1 datasets)":23.92,"PairClassification Average (4 datasets)":80.5,"Retrieval Average (11 datasets)":42.43,"STS Average (3 datasets)":65.18}
-{"index":30,"Rank":15,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":52.75,"Classification Average (7 datasets)":58.99,"Clustering Average (1 datasets)":31.49,"PairClassification Average (4 datasets)":77.33,"Retrieval Average (11 datasets)":38.43,"STS Average (3 datasets)":65.01}
-{"index":29,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":52.52,"Classification Average (7 datasets)":59.26,"Clustering Average (1 datasets)":28.15,"PairClassification Average (4 datasets)":75.32,"Retrieval Average (11 datasets)":39.16,"STS Average (3 datasets)":63.53}
-{"index":41,"Rank":17,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":52.48,"Classification Average (7 datasets)":57.49,"Clustering Average (1 datasets)":33.15,"PairClassification Average (4 datasets)":87.04,"Retrieval Average (11 datasets)":34.44,"STS Average (3 datasets)":67.36}
-{"index":40,"Rank":18,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":51.88,"Classification Average (7 datasets)":58.55,"Clustering Average (1 datasets)":31.68,"PairClassification Average (4 datasets)":87.0,"Retrieval Average (11 datasets)":32.08,"STS Average (3 datasets)":68.78}
-{"index":52,"Rank":19,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":48.67,"Classification Average (7 datasets)":54.09,"Clustering Average (1 datasets)":25.62,"PairClassification Average (4 datasets)":86.23,"Retrieval Average (11 datasets)":29.16,"STS Average (3 datasets)":65.19}
-{"index":51,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":46.4,"Classification Average (7 datasets)":52.18,"Clustering Average (1 datasets)":23.24,"PairClassification Average (4 datasets)":83.28,"Retrieval Average (11 datasets)":26.66,"STS Average (3 datasets)":63.83}
-{"index":42,"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":45.36,"Classification Average (7 datasets)":57.39,"Clustering Average (1 datasets)":12.96,"PairClassification Average (4 datasets)":79.27,"Retrieval Average (11 datasets)":23.36,"STS Average (3 datasets)":63.57}
-{"index":48,"Rank":22,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":42.3,"Classification Average (7 datasets)":49.92,"Clustering Average (1 datasets)":12.51,"PairClassification Average (4 datasets)":79.26,"Retrieval Average (11 datasets)":21.18,"STS Average (3 datasets)":62.59}
-{"index":0,"Rank":23,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":3,"Rank":24,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (7 datasets)":77.99,"Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":89.62,"Retrieval Average (11 datasets)":59.41,"STS Average (3 datasets)":70.64}
-{"index":4,"Rank":25,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (7 datasets)":37.66,"Clustering Average (1 datasets)":4.68,"PairClassification Average (4 datasets)":59.51,"Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":7,"Rank":28,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":23,"Rank":42,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (7 datasets)":56.34,"Clustering Average (1 datasets)":18.79,"PairClassification Average (4 datasets)":73.2,"Retrieval Average (11 datasets)":"","STS Average (3 datasets)":58.02}
-{"index":24,"Rank":43,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":31,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":32,"Rank":46,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":43,"Rank":47,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":44,"Rank":48,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":45,"Rank":49,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":46,"Rank":50,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":47,"Rank":51,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":49,"Rank":52,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":50,"Rank":53,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":53,"Rank":54,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":54,"Rank":55,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":55,"Rank":56,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":61.17,"Classification Average (7 datasets)":62.36,"Clustering Average (1 datasets)":33.88,"PairClassification Average (4 datasets)":84.55,"Retrieval Average (11 datasets)":47.32,"STS Average (3 datasets)":83.04}
+{"Rank":2,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":56.61,"Classification Average (7 datasets)":57.17,"Clustering Average (1 datasets)":24.97,"PairClassification Average (4 datasets)":81.31,"Retrieval Average (11 datasets)":42.3,"STS Average (3 datasets)":80.66}
+{"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":55.23,"Classification Average (7 datasets)":55.53,"Clustering Average (1 datasets)":23.92,"PairClassification Average (4 datasets)":79.61,"Retrieval Average (11 datasets)":41.06,"STS Average (3 datasets)":79.86}
+{"Rank":4,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":49.26,"Classification Average (7 datasets)":49.07,"Clustering Average (1 datasets)":25.62,"PairClassification Average (4 datasets)":85.17,"Retrieval Average (11 datasets)":28.51,"STS Average (3 datasets)":80.96}
+{"Rank":5,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":47.18,"Classification Average (7 datasets)":48.15,"Clustering Average (1 datasets)":23.24,"PairClassification Average (4 datasets)":82.06,"Retrieval Average (11 datasets)":26.21,"STS Average (3 datasets)":78.88}
+{"Rank":6,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":46.26,"Classification Average (7 datasets)":55.48,"Clustering Average (1 datasets)":12.96,"PairClassification Average (4 datasets)":78.17,"Retrieval Average (11 datasets)":22.73,"STS Average (3 datasets)":75.72}
+{"Rank":7,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":8,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":9,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":28.15,"PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":10,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":31.49,"PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":11,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":31.68,"PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":12,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":33.15,"PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":13,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":14,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":15,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":16,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":17,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":18,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":12.51,"PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":19,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":21,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":22,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"Rank":23,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
diff --git a/boards_data/pl/data_tasks/Classification/default.jsonl b/boards_data/pl/data_tasks/Classification/default.jsonl
index 12084ba7a4257707859a4f99d63fee89edbd428c..04b50a7f4e9e8f782683ab712b8b2666368f8315 100644
--- a/boards_data/pl/data_tasks/Classification/default.jsonl
+++ b/boards_data/pl/data_tasks/Classification/default.jsonl
@@ -1,53 +1,23 @@
-{"level_0":0,"index":3,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.99,"AllegroReviews":65.0,"CBD":84.13,"MassiveIntentClassification (pl)":79.41,"MassiveScenarioClassification (pl)":81.93,"PAC":67.24,"PolEmo2.0-IN":90.42,"PolEmo2.0-OUT":77.77}
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+{"Rank":8,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":37.32,"CBD":null,"CBD (pol-Latn)":70.98,"PAC":null,"PAC (pol-Latn)":68.09,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":66.07,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":32.94}
+{"Rank":9,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AllegroReviews":34.11,"AllegroReviews (pol-Latn)":null,"CBD":68.35,"CBD (pol-Latn)":null,"PAC":68.4,"PAC (pol-Latn)":null,"PolEmo2.0-IN":64.18,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":45.73,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":10,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AllegroReviews":33.35,"AllegroReviews (pol-Latn)":null,"CBD":68.51,"CBD (pol-Latn)":null,"PAC":66.26,"PAC (pol-Latn)":null,"PolEmo2.0-IN":63.52,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":44.7,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":11,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AllegroReviews":34.5,"AllegroReviews (pol-Latn)":null,"CBD":70.27,"CBD (pol-Latn)":null,"PAC":64.6,"PAC (pol-Latn)":null,"PolEmo2.0-IN":67.06,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":38.58,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":12,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AllegroReviews":34.55,"AllegroReviews (pol-Latn)":null,"CBD":67.48,"CBD (pol-Latn)":null,"PAC":63.25,"PAC (pol-Latn)":null,"PolEmo2.0-IN":68.37,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":30.99,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":13,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":23.85,"CBD":null,"CBD (pol-Latn)":48.46,"PAC":null,"PAC (pol-Latn)":59.53,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":38.32,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":22.98}
+{"Rank":14,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":24.64,"CBD":null,"CBD (pol-Latn)":50.9,"PAC":null,"PAC (pol-Latn)":59.78,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":40.29,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":25.0}
+{"Rank":15,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":22.99,"CBD":null,"CBD (pol-Latn)":50.25,"PAC":null,"PAC (pol-Latn)":62.1,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":41.63,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":25.0}
+{"Rank":16,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":17,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":18,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"AllegroReviews":28.03,"AllegroReviews (pol-Latn)":null,"CBD":60.0,"CBD (pol-Latn)":null,"PAC":68.17,"PAC (pol-Latn)":null,"PolEmo2.0-IN":48.84,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":30.0,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":19,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":21,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":22,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
+{"Rank":23,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AllegroReviews":null,"AllegroReviews (pol-Latn)":null,"CBD":null,"CBD (pol-Latn)":null,"PAC":null,"PAC (pol-Latn)":null,"PolEmo2.0-IN":null,"PolEmo2.0-IN (pol-Latn)":null,"PolEmo2.0-OUT":null,"PolEmo2.0-OUT (pol-Latn)":null}
diff --git a/boards_data/pl/data_tasks/Clustering/default.jsonl b/boards_data/pl/data_tasks/Clustering/default.jsonl
index 417253a7926560359bb4cc009bcc42e13a7938fb..6d29299e612a33acb2c6393574dc679bba061880 100644
--- a/boards_data/pl/data_tasks/Clustering/default.jsonl
+++ b/boards_data/pl/data_tasks/Clustering/default.jsonl
@@ -1,24 +1,23 @@
-{"level_0":0,"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"8TagsClustering":51.36}
-{"level_0":1,"index":22,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"level_0":2,"index":34,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"level_0":3,"index":1,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
-{"level_0":4,"index":33,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
-{"level_0":5,"index":26,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
-{"level_0":6,"index":41,"Rank":7,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
-{"level_0":7,"index":38,"Rank":8,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":33.08}
-{"level_0":8,"index":19,"Rank":9,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":32.85}
-{"level_0":9,"index":37,"Rank":10,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":31.77}
-{"level_0":10,"index":40,"Rank":11,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.68}
-{"level_0":11,"index":30,"Rank":12,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.49}
-{"level_0":12,"index":39,"Rank":13,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":31.16}
-{"level_0":13,"index":36,"Rank":14,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":30.62}
-{"level_0":14,"index":35,"Rank":15,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":30.25}
-{"level_0":15,"index":29,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
-{"level_0":16,"index":52,"Rank":17,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
-{"level_0":17,"index":25,"Rank":18,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
-{"level_0":18,"index":28,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
-{"level_0":19,"index":51,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
-{"level_0":20,"index":23,"Rank":21,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":18.79}
-{"level_0":21,"index":42,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
-{"level_0":22,"index":48,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
-{"level_0":23,"index":4,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":4.68}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
+{"Rank":2,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
+{"Rank":3,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.68}
+{"Rank":4,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.49}
+{"Rank":5,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
+{"Rank":6,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
+{"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
+{"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
+{"Rank":9,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
+{"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
+{"Rank":11,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
+{"Rank":12,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"8TagsClustering":null}
+{"Rank":13,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"8TagsClustering":null}
+{"Rank":14,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"8TagsClustering":null}
+{"Rank":15,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"8TagsClustering":null}
+{"Rank":16,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"8TagsClustering":null}
+{"Rank":17,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"8TagsClustering":null}
+{"Rank":18,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":null}
+{"Rank":19,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"8TagsClustering":null}
+{"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"8TagsClustering":null}
+{"Rank":21,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"8TagsClustering":null}
+{"Rank":22,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"8TagsClustering":null}
+{"Rank":23,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"8TagsClustering":null}
diff --git a/boards_data/pl/data_tasks/PairClassification/default.jsonl b/boards_data/pl/data_tasks/PairClassification/default.jsonl
index 8dc165a08b91539b7448bcecc8aceb987b70abca..f5cd8b5a3e42faa2c53f10489b18506947dad554 100644
--- a/boards_data/pl/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/pl/data_tasks/PairClassification/default.jsonl
@@ -1,31 +1,23 @@
-{"level_0":0,"index":3,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":89.62,"CDSC-E":78.23,"PPC":95.43,"PSC":99.24,"SICK-E-PL":85.58}
-{"level_0":1,"index":39,"Rank":2,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":89.13,"CDSC-E":79.87,"PPC":93.56,"PSC":98.63,"SICK-E-PL":84.47}
-{"level_0":2,"index":2,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
-{"level_0":3,"index":34,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
-{"level_0":4,"index":22,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
-{"level_0":5,"index":38,"Rank":6,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.14,"CDSC-E":79.1,"PPC":92.81,"PSC":98.61,"SICK-E-PL":82.04}
-{"level_0":6,"index":19,"Rank":7,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.92,"CDSC-E":79.12,"PPC":92.65,"PSC":98.42,"SICK-E-PL":81.47}
-{"level_0":7,"index":41,"Rank":8,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":87.04,"CDSC-E":75.06,"PPC":93.49,"PSC":99.05,"SICK-E-PL":80.56}
-{"level_0":8,"index":40,"Rank":9,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":87.0,"CDSC-E":75.99,"PPC":93.29,"PSC":99.1,"SICK-E-PL":79.63}
-{"level_0":9,"index":52,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":86.23,"CDSC-E":75.76,"PPC":93.67,"PSC":98.26,"SICK-E-PL":77.22}
-{"level_0":10,"index":35,"Rank":11,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.16,"CDSC-E":77.27,"PPC":91.76,"PSC":99.15,"SICK-E-PL":76.45}
-{"level_0":11,"index":36,"Rank":12,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.9,"CDSC-E":76.83,"PPC":91.09,"PSC":99.53,"SICK-E-PL":76.14}
-{"level_0":12,"index":26,"Rank":13,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.5,"CDSC-E":74.47,"PPC":92.18,"PSC":99.39,"SICK-E-PL":75.96}
-{"level_0":13,"index":1,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
-{"level_0":14,"index":33,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
-{"level_0":15,"index":37,"Rank":16,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"CDSC-E":76.68,"PPC":89.7,"PSC":98.86,"SICK-E-PL":73.21}
-{"level_0":16,"index":51,"Rank":17,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":83.28,"CDSC-E":72.22,"PPC":91.8,"PSC":97.14,"SICK-E-PL":71.94}
-{"level_0":17,"index":25,"Rank":18,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":82.15,"CDSC-E":72.67,"PPC":88.01,"PSC":99.14,"SICK-E-PL":68.77}
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diff --git a/boards_data/pl/data_tasks/Retrieval/default.jsonl b/boards_data/pl/data_tasks/Retrieval/default.jsonl
index 8cd921fad35049b61eccebb26aba30dcf78412e4..643df4391399f084fd0bb15780c91dff0b65fc75 100644
--- a/boards_data/pl/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/pl/data_tasks/Retrieval/default.jsonl
@@ -1,24 +1,23 @@
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diff --git a/boards_data/pl/data_tasks/STS/default.jsonl b/boards_data/pl/data_tasks/STS/default.jsonl
index b4d4df45e32e28c6255827b1f81f31d471fe480a..f4a3027693db50d2941d31560e89be8930cce1dc 100644
--- a/boards_data/pl/data_tasks/STS/default.jsonl
+++ b/boards_data/pl/data_tasks/STS/default.jsonl
@@ -1,51 +1,23 @@
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-{"level_0":4,"index":3,"Rank":5,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.64,"CDSC-R":90.97,"SICK-R-PL":78.16,"STS22 (pl)":42.79}
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-{"level_0":8,"index":19,"Rank":9,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.47,"CDSC-R":92.13,"SICK-R-PL":79.51,"STS22 (pl)":36.78}
-{"level_0":9,"index":40,"Rank":10,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":68.78,"CDSC-R":89.62,"SICK-R-PL":76.37,"STS22 (pl)":40.36}
-{"level_0":10,"index":37,"Rank":11,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
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-{"level_0":12,"index":33,"Rank":13,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
-{"level_0":13,"index":41,"Rank":14,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":67.36,"CDSC-R":88.55,"SICK-R-PL":76.18,"STS22 (pl)":37.34}
-{"level_0":14,"index":26,"Rank":15,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":66.91,"CDSC-R":91.0,"SICK-R-PL":75.08,"STS22 (pl)":34.66}
-{"level_0":15,"index":52,"Rank":16,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.19,"CDSC-R":88.8,"SICK-R-PL":73.13,"STS22 (pl)":33.64}
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diff --git a/boards_data/rar-b/data_tasks/Retrieval/default.jsonl b/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
index e3099ac6d72f5ac16cff6cb015187ddc01808101..f8e7b0c80b54ecdeb6458ec3951d80e63e33b160 100644
--- a/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
@@ -1,30 +1,36 @@
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diff --git a/boards_data/ru/data_overall/default.jsonl b/boards_data/ru/data_overall/default.jsonl
index 74801e105e5d4722b4a8fab88180a72d9a320df6..4a5df167adf2a3f9129a75730eabf612b41d9c35 100644
--- a/boards_data/ru/data_overall/default.jsonl
+++ b/boards_data/ru/data_overall/default.jsonl
@@ -1,25 +1,25 @@
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-{"index":15,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":63.36,"Classification Average (7 datasets)":58.92,"Clustering Average (3 datasets)":52.55,"PairClassification Average (1 datasets)":58.4,"Reranking Average (1 datasets)":75.58,"Retrieval Average (2 datasets)":77.39,"STS Average (2 datasets)":77.48}
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-{"index":23,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":60.74,"Classification Average (7 datasets)":56.55,"Clustering Average (3 datasets)":53.22,"PairClassification Average (1 datasets)":57.81,"Reranking Average (1 datasets)":68.65,"Retrieval Average (2 datasets)":67.54,"STS Average (2 datasets)":77.37}
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-{"index":24,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (16 datasets)":55.92,"Classification Average (7 datasets)":53.46,"Clustering Average (3 datasets)":49.57,"PairClassification Average (1 datasets)":56.09,"Reranking Average (1 datasets)":62.15,"Retrieval Average (2 datasets)":51.5,"STS Average (2 datasets)":75.32}
-{"index":22,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":55.42,"Classification Average (7 datasets)":54.11,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (1 datasets)":58.77,"Retrieval Average (2 datasets)":44.4,"STS Average (2 datasets)":74.1}
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-{"index":21,"Rank":13,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":51.89,"Classification Average (7 datasets)":51.38,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":58.56,"Reranking Average (1 datasets)":52.8,"Retrieval Average (2 datasets)":37.26,"STS Average (2 datasets)":70.71}
-{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":51.44,"Classification Average (7 datasets)":52.73,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (1 datasets)":54.83,"Retrieval Average (2 datasets)":31.88,"STS Average (2 datasets)":69.6}
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+{"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.49,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":59.12,"Reranking Average (1 datasets)":39.89,"Retrieval Average (2 datasets)":9.68,"STS Average (2 datasets)":66.13}
+{"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":45.23,"Classification Average (7 datasets)":54.23,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":53.78,"Reranking Average (1 datasets)":34.01,"Retrieval Average (2 datasets)":7.5,"STS Average (2 datasets)":56.25}
+{"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":44.18,"Classification Average (7 datasets)":52.16,"Clustering Average (3 datasets)":38.41,"PairClassification Average (1 datasets)":52.48,"Reranking Average (1 datasets)":42.58,"Retrieval Average (2 datasets)":7.37,"STS Average (2 datasets)":58.36}
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+{"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":25.97,"Classification Average (7 datasets)":28.67,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":45.03,"Reranking Average (1 datasets)":27.05,"Retrieval Average (2 datasets)":1.66,"STS Average (2 datasets)":49.74}
+{"Rank":23,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (16 datasets)":"","Classification Average (7 datasets)":58.03,"Clustering Average (3 datasets)":61.91,"PairClassification Average (1 datasets)":59.39,"Reranking Average (1 datasets)":72.41,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":73.67}
+{"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":28.33,"Clustering Average (3 datasets)":13.87,"PairClassification Average (1 datasets)":46.4,"Reranking Average (1 datasets)":38.51,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":50.9}
+{"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":29.53,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":44.52,"Reranking Average (1 datasets)":30.96,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":48.92}
diff --git a/boards_data/ru/data_tasks/Classification/default.jsonl b/boards_data/ru/data_tasks/Classification/default.jsonl
index 879d8af17c912e750b8a6683d0a25e7fe0f19db1..7524e444fbdcb67ff3fe4e71d3324975575bb76a 100644
--- a/boards_data/ru/data_tasks/Classification/default.jsonl
+++ b/boards_data/ru/data_tasks/Classification/default.jsonl
@@ -1,25 +1,25 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.57,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification (rus-Cyrl)":67.68,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.59,"RuSciBenchOECDClassification (rus-Cyrl)":51.13}
-{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
-{"index":15,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
-{"index":4,"Rank":4,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":58.03,"GeoreviewClassification (rus-Cyrl)":45.72,"HeadlineClassification (rus-Cyrl)":78.05,"InappropriatenessClassification (rus-Cyrl)":60.11,"KinopoiskClassification (rus-Cyrl)":56.14,"RuReviewsClassification (rus-Cyrl)":61.42,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.93,"RuSciBenchOECDClassification (rus-Cyrl)":45.83}
-{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
-{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
-{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58}
-{"index":14,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69}
-{"index":5,"Rank":9,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
-{"index":6,"Rank":10,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
-{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
-{"index":12,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
-{"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
-{"index":24,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
-{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
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-{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65}
-{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
-{"index":21,"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
-{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
-{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
-{"index":20,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
-{"index":18,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
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+{"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
+{"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
+{"Rank":4,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":58.03,"GeoreviewClassification (rus-Cyrl)":45.72,"HeadlineClassification (rus-Cyrl)":78.05,"InappropriatenessClassification (rus-Cyrl)":60.11,"KinopoiskClassification (rus-Cyrl)":56.14,"RuReviewsClassification (rus-Cyrl)":61.42,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.93,"RuSciBenchOECDClassification (rus-Cyrl)":45.83}
+{"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
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+{"Rank":9,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
+{"Rank":10,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
+{"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
+{"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
+{"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
+{"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
+{"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
+{"Rank":16,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48}
+{"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65}
+{"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
+{"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
+{"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
+{"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
+{"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
+{"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
+{"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
+{"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
diff --git a/boards_data/ru/data_tasks/Clustering/default.jsonl b/boards_data/ru/data_tasks/Clustering/default.jsonl
index 744caacf00658c025795e3ac934aa99a9faf851b..f653fe2da5ae1a56e6b9e7e468dbe3bc1906bb32 100644
--- a/boards_data/ru/data_tasks/Clustering/default.jsonl
+++ b/boards_data/ru/data_tasks/Clustering/default.jsonl
@@ -1,25 +1,25 @@
-{"index":4,"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":61.91,"GeoreviewClusteringP2P (rus-Cyrl)":74.06,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":60.01,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":51.66}
-{"index":13,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.98,"GeoreviewClusteringP2P (rus-Cyrl)":65.68,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":61.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":52.72}
-{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
-{"index":10,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
-{"index":23,"Rank":5,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
-{"index":5,"Rank":6,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":52.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.45,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.2,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
-{"index":15,"Rank":7,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.55,"GeoreviewClusteringP2P (rus-Cyrl)":60.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.03,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.11}
-{"index":0,"Rank":8,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":52.51,"GeoreviewClusteringP2P (rus-Cyrl)":63.75,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.57,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
-{"index":6,"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41}
-{"index":16,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29}
-{"index":14,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78}
-{"index":24,"Rank":12,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
-{"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
-{"index":21,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
-{"index":17,"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
-{"index":7,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
-{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
-{"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
-{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09}
-{"index":1,"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
-{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
-{"index":20,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
-{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
-{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43}
+{"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":61.91,"GeoreviewClusteringP2P (rus-Cyrl)":74.06,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":60.01,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":51.66}
+{"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.98,"GeoreviewClusteringP2P (rus-Cyrl)":65.68,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":61.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":52.72}
+{"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
+{"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
+{"Rank":5,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
+{"Rank":6,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":52.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.45,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.2,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
+{"Rank":7,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.55,"GeoreviewClusteringP2P (rus-Cyrl)":60.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.03,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.11}
+{"Rank":8,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":52.51,"GeoreviewClusteringP2P (rus-Cyrl)":63.75,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.57,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
+{"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41}
+{"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29}
+{"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78}
+{"Rank":12,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
+{"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
+{"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
+{"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
+{"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
+{"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
+{"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
+{"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09}
+{"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
+{"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
+{"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
+{"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
+{"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
+{"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43}
diff --git a/boards_data/ru/data_tasks/PairClassification/default.jsonl b/boards_data/ru/data_tasks/PairClassification/default.jsonl
index bde37e6f80e6c5dad05f6fdf190aff89ceece039..5f9799c41b32368435c181e147cc8d104986e655 100644
--- a/boards_data/ru/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/ru/data_tasks/PairClassification/default.jsonl
@@ -1,25 +1,25 @@
-{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99}
-{"index":22,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"TERRa (rus-Cyrl)":60.6}
-{"index":10,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02}
-{"index":4,"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"TERRa (rus-Cyrl)":59.39}
-{"index":13,"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38}
-{"index":3,"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
-{"index":21,"Rank":8,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
-{"index":15,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
-{"index":23,"Rank":10,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
-{"index":24,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
-{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
-{"index":16,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
-{"index":14,"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
-{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
-{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
-{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
-{"index":5,"Rank":19,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
-{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
-{"index":6,"Rank":22,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
+{"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99}
+{"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
+{"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"TERRa (rus-Cyrl)":60.6}
+{"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02}
+{"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"TERRa (rus-Cyrl)":59.39}
+{"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38}
+{"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
+{"Rank":8,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
+{"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
+{"Rank":10,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
+{"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
+{"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
+{"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
+{"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
+{"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
+{"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
+{"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
+{"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
+{"Rank":19,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
+{"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
+{"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
+{"Rank":22,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
+{"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
+{"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
+{"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
diff --git a/boards_data/ru/data_tasks/Reranking/default.jsonl b/boards_data/ru/data_tasks/Reranking/default.jsonl
index be28c100234812ff524b86a3f20f44cb8d8fc785..14e74d4f7124aa81c3b912bd0d4e8ab325e295c6 100644
--- a/boards_data/ru/data_tasks/Reranking/default.jsonl
+++ b/boards_data/ru/data_tasks/Reranking/default.jsonl
@@ -1,25 +1,25 @@
-{"index":15,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58}
-{"index":13,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"RuBQReranking (rus-Cyrl)":74.02}
-{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
-{"index":4,"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"RuBQReranking (rus-Cyrl)":72.41}
-{"index":14,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
-{"index":16,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46}
-{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
-{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
-{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
-{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
-{"index":5,"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13}
-{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
-{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
-{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
-{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
-{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
-{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
-{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
-{"index":3,"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
-{"index":18,"Rank":21,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
-{"index":12,"Rank":23,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
-{"index":20,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
-{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58}
+{"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61}
+{"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"RuBQReranking (rus-Cyrl)":74.02}
+{"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
+{"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"RuBQReranking (rus-Cyrl)":72.41}
+{"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
+{"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46}
+{"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
+{"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
+{"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
+{"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
+{"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13}
+{"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
+{"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
+{"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
+{"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
+{"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
+{"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
+{"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
+{"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
+{"Rank":21,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
+{"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
+{"Rank":23,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
+{"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
+{"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
diff --git a/boards_data/ru/data_tasks/Retrieval/default.jsonl b/boards_data/ru/data_tasks/Retrieval/default.jsonl
index d4072b4f21bcd7118944bfac08ddfd1477d00b95..6b9538f6ec61f4d6f6b7e6481e66faa065c32b7d 100644
--- a/boards_data/ru/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/ru/data_tasks/Retrieval/default.jsonl
@@ -1,25 +1,25 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98}
-{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21}
-{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
-{"index":14,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
-{"index":16,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53}
-{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
-{"index":10,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
-{"index":24,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
-{"index":22,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
-{"index":21,"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
-{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
-{"index":5,"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
-{"index":9,"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
-{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
-{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
-{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
-{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
-{"index":1,"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
-{"index":19,"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
-{"index":4,"Rank":23,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":70.94}
-{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75}
+{"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98}
+{"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11}
+{"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21}
+{"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
+{"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
+{"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53}
+{"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
+{"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
+{"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
+{"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
+{"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
+{"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
+{"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
+{"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
+{"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
+{"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
+{"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
+{"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
+{"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
+{"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
+{"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
+{"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
+{"Rank":23,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":null,"RiaNewsRetrieval (rus-Cyrl)":null,"RuBQRetrieval (rus-Cyrl)":70.94}
+{"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"RiaNewsRetrieval (rus-Cyrl)":null,"RuBQRetrieval (rus-Cyrl)":8.84}
+{"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"RiaNewsRetrieval (rus-Cyrl)":null,"RuBQRetrieval (rus-Cyrl)":4.75}
diff --git a/boards_data/ru/data_tasks/STS/default.jsonl b/boards_data/ru/data_tasks/STS/default.jsonl
index aabf9c6a22cf9688bd1d4059a8b184405769101b..d65bb348a98b52f6c0ee3f05ee08e5797e02f1a0 100644
--- a/boards_data/ru/data_tasks/STS/default.jsonl
+++ b/boards_data/ru/data_tasks/STS/default.jsonl
@@ -1,25 +1,25 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13}
-{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35}
-{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26}
-{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15}
-{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87}
-{"index":23,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77}
-{"index":24,"Rank":7,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48}
-{"index":14,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64}
-{"index":16,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08}
-{"index":22,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46}
-{"index":4,"Rank":11,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":73.67,"RUParaPhraserSTS (rus-Cyrl)":71.08,"RuSTSBenchmarkSTS (rus-Cyrl)":76.26}
-{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32}
-{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34}
-{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22}
-{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":67.28,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43}
-{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03}
-{"index":6,"Rank":18,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":60.44,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82}
-{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":58.36,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72}
-{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16}
-{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95}
-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.92,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68}
+{"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13}
+{"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35}
+{"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26}
+{"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15}
+{"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87}
+{"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77}
+{"Rank":7,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48}
+{"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64}
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+{"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22}
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+{"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03}
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+{"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33}
+{"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56}
+{"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.92,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68}
diff --git a/boards_data/se/data_tasks/Classification/default.jsonl b/boards_data/se/data_tasks/Classification/default.jsonl
index a6fb06469994e12257dfe9ba3013bdee3b121ceb..d2efe60de93c56eeca8f8b7fc5b011495104b438 100644
--- a/boards_data/se/data_tasks/Classification/default.jsonl
+++ b/boards_data/se/data_tasks/Classification/default.jsonl
@@ -1,47 +1,32 @@
-{"level_0":0,"index":13,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
-{"level_0":1,"index":12,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
-{"level_0":2,"index":24,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
-{"level_0":3,"index":30,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
-{"level_0":4,"index":23,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
-{"level_0":5,"index":17,"Rank":6,"Model":"dfm-sentence-encoder-large-1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":61.34,"MassiveIntentClassification (nb)":57.57,"MassiveScenarioClassification (nb)":63.66,"NoRecClassification":50.46,"NordicLangClassification":75.98,"NorwegianParliament":57.66,"ScalaNbClassification":62.69}
-{"level_0":6,"index":31,"Rank":7,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
-{"level_0":7,"index":26,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
-{"level_0":8,"index":16,"Rank":9,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
-{"level_0":9,"index":45,"Rank":10,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
-{"level_0":10,"index":18,"Rank":11,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
-{"level_0":11,"index":46,"Rank":12,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
-{"level_0":12,"index":19,"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
-{"level_0":13,"index":20,"Rank":14,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
-{"level_0":14,"index":8,"Rank":15,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
-{"level_0":15,"index":22,"Rank":16,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
-{"level_0":16,"index":6,"Rank":17,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
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-{"level_0":18,"index":29,"Rank":19,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
-{"level_0":19,"index":7,"Rank":20,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
-{"level_0":20,"index":0,"Rank":21,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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-{"level_0":23,"index":3,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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-{"level_0":25,"index":5,"Rank":26,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
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-{"level_0":27,"index":10,"Rank":28,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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-{"level_0":29,"index":14,"Rank":30,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":30,"index":15,"Rank":31,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":31,"index":21,"Rank":32,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
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-{"level_0":44,"index":42,"Rank":45,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":45,"index":43,"Rank":46,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"level_0":46,"index":44,"Rank":47,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":65.06,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NoRecClassification (nob-Latn)":58.43,"NordicLangClassification":82.29,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":80.15,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
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+{"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":59.43,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NoRecClassification (nob-Latn)":50.08,"NordicLangClassification":75.15,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":72.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
+{"Rank":4,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.04,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NoRecClassification (nob-Latn)":37.93,"NordicLangClassification":54.71,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":54.7,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
+{"Rank":5,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":6,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":52.05,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":63.6,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":7,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NoRecClassification (nob-Latn)":"","NordicLangClassification":62.45,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.56,"ScalaNbClassification":53.63}
+{"Rank":8,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NoRecClassification (nob-Latn)":"","NordicLangClassification":44.53,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":52.44,"ScalaNbClassification":52.41}
+{"Rank":9,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NoRecClassification (nob-Latn)":"","NordicLangClassification":51.45,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":55.74,"ScalaNbClassification":50.34}
+{"Rank":10,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NoRecClassification (nob-Latn)":"","NordicLangClassification":84.69,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.41,"ScalaNbClassification":62.25}
+{"Rank":11,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NoRecClassification (nob-Latn)":"","NordicLangClassification":85.27,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":62.58,"ScalaNbClassification":66.97}
+{"Rank":12,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":"","MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NoRecClassification (nob-Latn)":"","NordicLangClassification":77.68,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":58.78,"ScalaNbClassification":58.95}
+{"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NoRecClassification (nob-Latn)":"","NordicLangClassification":59.34,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.42,"ScalaNbClassification":50.18}
+{"Rank":14,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NoRecClassification (nob-Latn)":"","NordicLangClassification":58.3,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":57.26,"ScalaNbClassification":50.13}
+{"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NoRecClassification (nob-Latn)":"","NordicLangClassification":53.47,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.57,"ScalaNbClassification":50.03}
+{"Rank":16,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NoRecClassification (nob-Latn)":"","NordicLangClassification":57.82,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":53.25,"ScalaNbClassification":75.28}
+{"Rank":17,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":"","MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NoRecClassification (nob-Latn)":"","NordicLangClassification":82.67,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":59.33,"ScalaNbClassification":60.19}
+{"Rank":18,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":"","MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NoRecClassification (nob-Latn)":"","NordicLangClassification":84.25,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":58.85,"ScalaNbClassification":66.79}
+{"Rank":19,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NoRecClassification (nob-Latn)":45.45,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":35.39,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NoRecClassification (nob-Latn)":37.73,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":54.17,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":38.34,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":50.15,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":22,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":24,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":25,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":26,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":46.7,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":42.52,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":27,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NoRecClassification (nob-Latn)":50.32,"NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":41.57,"NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":28,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":29,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":30,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NoRecClassification (nob-Latn)":"","NordicLangClassification":"","NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"Rank":31,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NoRecClassification (nob-Latn)":"","NordicLangClassification":74.25,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.79,"ScalaNbClassification":59.99}
+{"Rank":32,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NoRecClassification (nob-Latn)":"","NordicLangClassification":79.39,"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)":"","NorwegianParliament":56.75,"ScalaNbClassification":58.33}
diff --git a/boards_data/zh/data_overall/default.jsonl b/boards_data/zh/data_overall/default.jsonl
index b1aaf4ba8c7cbcabf8d3ccad522cc56f22387938..63aa49d15c99072d033dac043bb0e28ffaf51f97 100644
--- a/boards_data/zh/data_overall/default.jsonl
+++ b/boards_data/zh/data_overall/default.jsonl
@@ -1,178 +1,110 @@
-{"index":207,"Rank":1,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":72.43,"Classification Average (9 datasets)":74.67,"Clustering Average (4 datasets)":65.17,"PairClassification Average (2 datasets)":91.87,"Reranking Average (4 datasets)":72.58,"Retrieval Average (8 datasets)":76.5,"STS Average (8 datasets)":64.53}
-{"index":17,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average (35 datasets)":72.05,"Classification Average (9 datasets)":75.09,"Clustering Average (4 datasets)":66.06,"PairClassification Average (2 datasets)":87.48,"Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":76.03,"STS Average (8 datasets)":65.33}
-{"index":234,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":72.05,"Classification Average (9 datasets)":75.09,"Clustering Average (4 datasets)":66.06,"PairClassification Average (2 datasets)":87.48,"Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":76.03,"STS Average (8 datasets)":65.33}
-{"index":142,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":72.05,"Classification Average (9 datasets)":75.09,"Clustering Average (4 datasets)":66.06,"PairClassification Average (2 datasets)":87.48,"Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":76.03,"STS Average (8 datasets)":65.33}
-{"index":169,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":71.88,"Classification Average (9 datasets)":74.43,"Clustering Average (4 datasets)":62.23,"PairClassification Average (2 datasets)":91.55,"Reranking Average (4 datasets)":72.34,"Retrieval Average (8 datasets)":76.36,"STS Average (8 datasets)":64.22}
-{"index":50,"Rank":6,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":71.04,"Classification Average (9 datasets)":74.18,"Clustering Average (4 datasets)":66.35,"PairClassification Average (2 datasets)":90.87,"Reranking Average (4 datasets)":69.3,"Retrieval Average (8 datasets)":73.56,"STS Average (8 datasets)":63.23}
-{"index":253,"Rank":7,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.95,"Classification Average (9 datasets)":74.59,"Clustering Average (4 datasets)":62.17,"PairClassification Average (2 datasets)":90.24,"Reranking Average (4 datasets)":70.0,"Retrieval Average (8 datasets)":74.36,"STS Average (8 datasets)":63.5}
-{"index":276,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.85,"Classification Average (9 datasets)":74.14,"Clustering Average (4 datasets)":66.64,"PairClassification Average (2 datasets)":87.08,"Reranking Average (4 datasets)":68.72,"Retrieval Average (8 datasets)":74.97,"STS Average (8 datasets)":62.15}
-{"index":38,"Rank":9,"Model":"Yinka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.78,"Classification Average (9 datasets)":74.3,"Clustering Average (4 datasets)":61.98,"PairClassification Average (2 datasets)":89.88,"Reranking Average (4 datasets)":69.78,"Retrieval Average (8 datasets)":74.41,"STS Average (8 datasets)":63.33}
-{"index":15,"Rank":10,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":69.56,"Classification Average (9 datasets)":73.36,"Clustering Average (4 datasets)":67.08,"PairClassification Average (2 datasets)":88.52,"Reranking Average (4 datasets)":66.38,"Retrieval Average (8 datasets)":70.62,"STS Average (8 datasets)":62.32}
-{"index":129,"Rank":11,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":69.07,"Classification Average (9 datasets)":72.75,"Clustering Average (4 datasets)":58.7,"PairClassification Average (2 datasets)":87.84,"Reranking Average (4 datasets)":67.98,"Retrieval Average (8 datasets)":72.93,"STS Average (8 datasets)":62.09}
-{"index":12,"Rank":12,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.71,"Classification Average (9 datasets)":71.74,"Clustering Average (4 datasets)":53.75,"PairClassification Average (2 datasets)":88.1,"Reranking Average (4 datasets)":68.27,"Retrieval Average (8 datasets)":74.41,"STS Average (8 datasets)":62.46}
-{"index":155,"Rank":13,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":68.55,"Classification Average (9 datasets)":71.56,"Clustering Average (4 datasets)":54.32,"PairClassification Average (2 datasets)":88.08,"Reranking Average (4 datasets)":68.45,"Retrieval Average (8 datasets)":73.52,"STS Average (8 datasets)":62.48}
-{"index":116,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d-1024<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":68.55,"Classification Average (9 datasets)":71.56,"Clustering Average (4 datasets)":54.32,"PairClassification Average (2 datasets)":88.08,"Reranking Average (4 datasets)":68.45,"Retrieval Average (8 datasets)":73.52,"STS Average (8 datasets)":62.48}
-{"index":154,"Rank":15,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":68.48,"Classification Average (9 datasets)":71.5,"Clustering Average (4 datasets)":53.9,"PairClassification Average (2 datasets)":88.1,"Reranking Average (4 datasets)":68.26,"Retrieval Average (8 datasets)":73.6,"STS Average (8 datasets)":62.46}
-{"index":315,"Rank":16,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":68.34,"Classification Average (9 datasets)":72.84,"Clustering Average (4 datasets)":56.88,"PairClassification Average (2 datasets)":82.32,"Reranking Average (4 datasets)":69.67,"Retrieval Average (8 datasets)":73.12,"STS Average (8 datasets)":60.07}
-{"index":173,"Rank":17,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":67.96,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":53.3,"PairClassification Average (2 datasets)":87.93,"Reranking Average (4 datasets)":67.84,"Retrieval Average (8 datasets)":72.28,"STS Average (8 datasets)":62.49}
-{"index":233,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
-{"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
-{"index":46,"Rank":20,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":67.51,"Classification Average (9 datasets)":70.0,"Clustering Average (4 datasets)":50.96,"PairClassification Average (2 datasets)":88.92,"Reranking Average (4 datasets)":67.17,"Retrieval Average (8 datasets)":70.41,"STS Average (8 datasets)":64.89}
-{"index":206,"Rank":21,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":67.28,"Classification Average (9 datasets)":71.2,"Clustering Average (4 datasets)":54.62,"PairClassification Average (2 datasets)":85.3,"Reranking Average (4 datasets)":67.34,"Retrieval Average (8 datasets)":73.41,"STS Average (8 datasets)":58.52}
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-{"index":226,"Rank":46,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":59.03,"Classification Average (9 datasets)":68.83,"Clustering Average (4 datasets)":48.64,"PairClassification Average (2 datasets)":62.84,"Reranking Average (4 datasets)":60.96,"Retrieval Average (8 datasets)":59.76,"STS Average (8 datasets)":50.54}
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-{"index":190,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (35 datasets)":51.55,"Classification Average (9 datasets)":62.85,"Clustering Average (4 datasets)":42.42,"PairClassification Average (2 datasets)":72.38,"Reranking Average (4 datasets)":53.62,"Retrieval Average (8 datasets)":46.16,"STS Average (8 datasets)":42.57}
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-{"index":277,"Rank":57,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":48.59,"Classification Average (9 datasets)":62.19,"Clustering Average (4 datasets)":37.66,"PairClassification Average (2 datasets)":67.41,"Reranking Average (4 datasets)":49.45,"Retrieval Average (8 datasets)":38.79,"STS Average (8 datasets)":43.41}
-{"index":53,"Rank":58,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":48.56,"Classification Average (9 datasets)":60.66,"Clustering Average (4 datasets)":30.02,"PairClassification Average (2 datasets)":70.86,"Reranking Average (4 datasets)":49.16,"Retrieval Average (8 datasets)":41.94,"STS Average (8 datasets)":44.97}
-{"index":48,"Rank":59,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":46.83,"Classification Average (9 datasets)":62.54,"Clustering Average (4 datasets)":31.8,"PairClassification Average (2 datasets)":81.46,"Reranking Average (4 datasets)":45.08,"Retrieval Average (8 datasets)":32.1,"STS Average (8 datasets)":43.62}
-{"index":49,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":44.59,"Classification Average (9 datasets)":62.7,"Clustering Average (4 datasets)":39.67,"PairClassification Average (2 datasets)":80.9,"Reranking Average (4 datasets)":44.91,"Retrieval Average (8 datasets)":22.92,"STS Average (8 datasets)":39.11}
-{"index":159,"Rank":61,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":35.89,"Classification Average (9 datasets)":57.87,"Clustering Average (4 datasets)":34.44,"PairClassification Average (2 datasets)":58.52,"Reranking Average (4 datasets)":32.84,"Retrieval Average (8 datasets)":7.15,"STS Average (8 datasets)":36.48}
-{"index":289,"Rank":62,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":23.88,"Classification Average (9 datasets)":38.04,"Clustering Average (4 datasets)":18.34,"PairClassification Average (2 datasets)":56.7,"Reranking Average (4 datasets)":25.86,"Retrieval Average (8 datasets)":4.52,"STS Average (8 datasets)":20.86}
-{"index":0,"Rank":63,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":1,"Rank":64,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":2,"Rank":65,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":4,"Rank":67,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":5,"Rank":68,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":6,"Rank":69,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":7,"Rank":70,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":8,"Rank":71,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":9,"Rank":72,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":10,"Rank":73,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":11,"Rank":74,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":22,"Rank":79,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":25,"Rank":81,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":28,"Rank":82,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":144,"Rank":182,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.03,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":161,"Rank":196,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":162,"Rank":197,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":163,"Rank":198,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":165,"Rank":200,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":166,"Rank":201,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":167,"Rank":202,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":176,"Rank":205,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":177,"Rank":206,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":178,"Rank":207,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":179,"Rank":208,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":181,"Rank":209,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":189,"Rank":213,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":43.24,"PairClassification Average (2 datasets)":76.59,"Reranking Average (4 datasets)":57.68,"Retrieval Average (8 datasets)":59.77,"STS Average (8 datasets)":""}
-{"index":191,"Rank":214,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":42.32,"PairClassification Average (2 datasets)":78.65,"Reranking Average (4 datasets)":59.11,"Retrieval Average (8 datasets)":62.87,"STS Average (8 datasets)":""}
-{"index":197,"Rank":220,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":208,"Rank":228,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":70.83,"Clustering Average (4 datasets)":48.35,"PairClassification Average (2 datasets)":74.64,"Reranking Average (4 datasets)":63.73,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":223,"Rank":241,"Model":"LdIR-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":68.58,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":225,"Rank":243,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.87,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":235,"Rank":250,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":238,"Rank":253,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":239,"Rank":254,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":241,"Rank":256,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":243,"Rank":258,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":244,"Rank":259,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":249,"Rank":264,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":75.06,"STS Average (8 datasets)":""}
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-{"index":257,"Rank":269,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":258,"Rank":270,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":259,"Rank":271,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":260,"Rank":272,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":263,"Rank":275,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":264,"Rank":276,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":266,"Rank":278,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":269,"Rank":281,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":270,"Rank":282,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":271,"Rank":283,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":272,"Rank":284,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":273,"Rank":285,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":282,"Rank":289,"Model":"BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.78,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":293,"Rank":296,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":294,"Rank":297,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":298,"Rank":301,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":66.04,"Retrieval Average (8 datasets)":72.92,"STS Average (8 datasets)":""}
-{"index":299,"Rank":302,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":300,"Rank":303,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":306,"Rank":309,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":57.91}
-{"index":307,"Rank":310,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":308,"Rank":311,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":309,"Rank":312,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":310,"Rank":313,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":312,"Rank":314,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":313,"Rank":315,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":314,"Rank":316,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":316,"Rank":317,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":5,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":9,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":10,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":12,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":13,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":14,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":15,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":16,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":53.75,"PairClassification Average (2 datasets)":88.1,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":17,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":67.08,"PairClassification Average (2 datasets)":88.52,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":18,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":47.53,"PairClassification Average (2 datasets)":79.76,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":19,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":50.01,"PairClassification Average (2 datasets)":76.77,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":20,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":48.99,"PairClassification Average (2 datasets)":81.6,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":21,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":22,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":44.18,"PairClassification Average (2 datasets)":70.4,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":23,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":27,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":30,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":31,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":34,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":36,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":37,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":38,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":39,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":40,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":42,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":49,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":53,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":55,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":58,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":59,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":60,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":62,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":63,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":64,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":47.68,"PairClassification Average (2 datasets)":63.99,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":67,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":68,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":69,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":70,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":72,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":73,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":77,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":78,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":80,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":81,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":89,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":100,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"Rank":102,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":103,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":104,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":105,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":106,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":107,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":45.68,"PairClassification Average (2 datasets)":69.56,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":108,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":109,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":110,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":111,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":56.88,"PairClassification Average (2 datasets)":82.32,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"Rank":112,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
diff --git a/boards_data/zh/data_tasks/Classification/default.jsonl b/boards_data/zh/data_tasks/Classification/default.jsonl
index 83779f32c24690ac8b8446cbcc81301f4583dd39..0c47d2212c9f31ddfbd2d9f9cc0525de5196f5d7 100644
--- a/boards_data/zh/data_tasks/Classification/default.jsonl
+++ b/boards_data/zh/data_tasks/Classification/default.jsonl
@@ -1,88 +1,112 @@
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-{"level_0":1,"index":234,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
-{"level_0":2,"index":142,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
-{"level_0":3,"index":207,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
-{"level_0":4,"index":253,"Rank":5,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.59,"AmazonReviewsClassification (zh)":49.44,"IFlyTek":52.1,"JDReview":88.57,"MassiveIntentClassification (zh-CN)":77.71,"MassiveScenarioClassification (zh-CN)":85.63,"MultilingualSentiment":79.09,"OnlineShopping":94.62,"TNews":54.52,"Waimai":89.59}
-{"level_0":5,"index":169,"Rank":6,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.43,"AmazonReviewsClassification (zh)":49.72,"IFlyTek":51.7,"JDReview":88.87,"MassiveIntentClassification (zh-CN)":76.79,"MassiveScenarioClassification (zh-CN)":84.96,"MultilingualSentiment":79.22,"OnlineShopping":94.88,"TNews":54.35,"Waimai":89.36}
-{"level_0":6,"index":38,"Rank":7,"Model":"Yinka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.3,"AmazonReviewsClassification (zh)":49.5,"IFlyTek":51.77,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":76.96,"MassiveScenarioClassification (zh-CN)":84.64,"MultilingualSentiment":78.97,"OnlineShopping":94.56,"TNews":54.39,"Waimai":89.42}
-{"level_0":7,"index":50,"Rank":8,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.18,"AmazonReviewsClassification (zh)":49.67,"IFlyTek":52.64,"JDReview":87.6,"MassiveIntentClassification (zh-CN)":77.43,"MassiveScenarioClassification (zh-CN)":83.87,"MultilingualSentiment":78.48,"OnlineShopping":94.34,"TNews":54.37,"Waimai":89.23}
-{"level_0":8,"index":276,"Rank":9,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"AmazonReviewsClassification (zh)":49.68,"IFlyTek":51.77,"JDReview":86.94,"MassiveIntentClassification (zh-CN)":80.6,"MassiveScenarioClassification (zh-CN)":87.42,"MultilingualSentiment":75.92,"OnlineShopping":94.03,"TNews":52.69,"Waimai":88.23}
-{"level_0":9,"index":29,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.93,"AmazonReviewsClassification (zh)":53.0,"IFlyTek":49.94,"JDReview":88.91,"MassiveIntentClassification (zh-CN)":78.96,"MassiveScenarioClassification (zh-CN)":81.54,"MultilingualSentiment":78.91,"OnlineShopping":94.59,"TNews":50.26,"Waimai":89.26}
-{"level_0":10,"index":15,"Rank":11,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":73.36,"AmazonReviewsClassification (zh)":52.95,"IFlyTek":53.77,"JDReview":88.2,"MassiveIntentClassification (zh-CN)":76.25,"MassiveScenarioClassification (zh-CN)":77.26,"MultilingualSentiment":77.42,"OnlineShopping":94.48,"TNews":51.24,"Waimai":88.63}
-{"level_0":11,"index":315,"Rank":12,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.84,"AmazonReviewsClassification (zh)":48.3,"IFlyTek":50.75,"JDReview":87.69,"MassiveIntentClassification (zh-CN)":74.91,"MassiveScenarioClassification (zh-CN)":81.28,"MultilingualSentiment":76.83,"OnlineShopping":94.42,"TNews":52.62,"Waimai":88.77}
-{"level_0":12,"index":129,"Rank":13,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.75,"AmazonReviewsClassification (zh)":48.54,"IFlyTek":51.77,"JDReview":86.7,"MassiveIntentClassification (zh-CN)":75.87,"MassiveScenarioClassification (zh-CN)":78.44,"MultilingualSentiment":77.53,"OnlineShopping":93.71,"TNews":53.69,"Waimai":88.53}
-{"level_0":13,"index":12,"Rank":14,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.74,"AmazonReviewsClassification (zh)":46.18,"IFlyTek":51.8,"JDReview":86.02,"MassiveIntentClassification (zh-CN)":73.85,"MassiveScenarioClassification (zh-CN)":77.13,"MultilingualSentiment":76.35,"OnlineShopping":93.2,"TNews":53.06,"Waimai":88.1}
-{"level_0":14,"index":116,"Rank":15,"Model":"stella-mrl-large-zh-v3.5-1792d-1024<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.56,"AmazonReviewsClassification (zh)":46.59,"IFlyTek":50.74,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.2,"MultilingualSentiment":76.64,"OnlineShopping":93.39,"TNews":53.1,"Waimai":88.01}
-{"level_0":15,"index":155,"Rank":16,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.56,"AmazonReviewsClassification (zh)":46.59,"IFlyTek":50.74,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.2,"MultilingualSentiment":76.64,"OnlineShopping":93.39,"TNews":53.1,"Waimai":88.01}
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-{"level_0":17,"index":105,"Rank":18,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.35,"AmazonReviewsClassification (zh)":46.95,"IFlyTek":49.67,"JDReview":86.53,"MassiveIntentClassification (zh-CN)":73.39,"MassiveScenarioClassification (zh-CN)":76.04,"MultilingualSentiment":76.4,"OnlineShopping":92.6,"TNews":52.04,"Waimai":88.49}
-{"level_0":18,"index":286,"Rank":19,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.34,"AmazonReviewsClassification (zh)":47.23,"IFlyTek":49.6,"JDReview":86.72,"MassiveIntentClassification (zh-CN)":73.31,"MassiveScenarioClassification (zh-CN)":75.71,"MultilingualSentiment":76.48,"OnlineShopping":92.68,"TNews":51.98,"Waimai":88.37}
-{"level_0":19,"index":284,"Rank":20,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.26,"AmazonReviewsClassification (zh)":45.82,"IFlyTek":48.62,"JDReview":85.95,"MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":76.79,"MultilingualSentiment":75.79,"OnlineShopping":93.36,"TNews":53.65,"Waimai":88.07}
-{"level_0":20,"index":206,"Rank":21,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.2,"AmazonReviewsClassification (zh)":46.72,"IFlyTek":49.74,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":72.87,"MassiveScenarioClassification (zh-CN)":75.47,"MultilingualSentiment":76.28,"OnlineShopping":92.49,"TNews":52.16,"Waimai":88.36}
-{"level_0":21,"index":173,"Rank":22,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.12,"AmazonReviewsClassification (zh)":46.34,"IFlyTek":49.93,"JDReview":86.27,"MassiveIntentClassification (zh-CN)":72.05,"MassiveScenarioClassification (zh-CN)":75.3,"MultilingualSentiment":76.22,"OnlineShopping":93.53,"TNews":53.2,"Waimai":87.27}
-{"level_0":22,"index":16,"Rank":23,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.12,"AmazonReviewsClassification (zh)":47.21,"IFlyTek":44.85,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":76.88,"MassiveScenarioClassification (zh-CN)":80.76,"MultilingualSentiment":74.46,"OnlineShopping":93.5,"TNews":49.95,"Waimai":86.63}
-{"level_0":23,"index":233,"Rank":24,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.12,"AmazonReviewsClassification (zh)":47.21,"IFlyTek":44.85,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":76.88,"MassiveScenarioClassification (zh-CN)":80.76,"MultilingualSentiment":74.46,"OnlineShopping":93.5,"TNews":49.95,"Waimai":86.63}
-{"level_0":24,"index":208,"Rank":25,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.83,"AmazonReviewsClassification (zh)":46.67,"IFlyTek":47.34,"JDReview":85.67,"MassiveIntentClassification (zh-CN)":72.38,"MassiveScenarioClassification (zh-CN)":74.87,"MultilingualSentiment":76.27,"OnlineShopping":93.05,"TNews":53.27,"Waimai":87.96}
-{"level_0":25,"index":180,"Rank":26,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":70.17,"AmazonReviewsClassification (zh)":46.24,"IFlyTek":45.05,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":74.99,"MassiveScenarioClassification (zh-CN)":79.93,"MultilingualSentiment":73.31,"OnlineShopping":92.19,"TNews":47.05,"Waimai":86.94}
-{"level_0":26,"index":46,"Rank":27,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"AmazonReviewsClassification (zh)":44.93,"IFlyTek":48.3,"JDReview":85.07,"MassiveIntentClassification (zh-CN)":71.16,"MassiveScenarioClassification (zh-CN)":73.54,"MultilingualSentiment":75.16,"OnlineShopping":93.25,"TNews":52.41,"Waimai":86.21}
-{"level_0":27,"index":47,"Rank":28,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.89,"AmazonReviewsClassification (zh)":44.88,"IFlyTek":49.11,"JDReview":85.57,"MassiveIntentClassification (zh-CN)":70.78,"MassiveScenarioClassification (zh-CN)":73.16,"MultilingualSentiment":74.39,"OnlineShopping":93.12,"TNews":51.8,"Waimai":86.18}
-{"level_0":28,"index":27,"Rank":29,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":69.13,"AmazonReviewsClassification (zh)":41.38,"IFlyTek":48.74,"JDReview":85.14,"MassiveIntentClassification (zh-CN)":68.84,"MassiveScenarioClassification (zh-CN)":74.7,"MultilingualSentiment":72.97,"OnlineShopping":91.43,"TNews":52.1,"Waimai":86.9}
-{"level_0":29,"index":41,"Rank":30,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.09,"AmazonReviewsClassification (zh)":43.32,"IFlyTek":47.08,"JDReview":84.48,"MassiveIntentClassification (zh-CN)":70.91,"MassiveScenarioClassification (zh-CN)":74.94,"MultilingualSentiment":72.68,"OnlineShopping":92.11,"TNews":49.85,"Waimai":86.44}
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+{"Rank":104,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":105,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
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+{"Rank":107,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":44.62,"IFlyTek (cmn-Hans)":null,"JDReview":74.6,"JDReview (cmn-Hans)":null,"MultilingualSentiment":67.99,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":88.94,"OnlineShopping (cmn-Hans)":null,"TNews":45.77,"TNews (cmn-Hans)":null,"Waimai":82.37,"Waimai (cmn-Hans)":null}
+{"Rank":108,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":109,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":110,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":null,"IFlyTek (cmn-Hans)":null,"JDReview":null,"JDReview (cmn-Hans)":null,"MultilingualSentiment":null,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":null,"OnlineShopping (cmn-Hans)":null,"TNews":null,"TNews (cmn-Hans)":null,"Waimai":null,"Waimai (cmn-Hans)":null}
+{"Rank":111,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"IFlyTek":50.75,"IFlyTek (cmn-Hans)":null,"JDReview":87.69,"JDReview (cmn-Hans)":null,"MultilingualSentiment":76.83,"MultilingualSentiment (cmn-Hans)":null,"OnlineShopping":94.42,"OnlineShopping (cmn-Hans)":null,"TNews":52.62,"TNews (cmn-Hans)":null,"Waimai":88.77,"Waimai (cmn-Hans)":null}
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diff --git a/boards_data/zh/data_tasks/Clustering/default.jsonl b/boards_data/zh/data_tasks/Clustering/default.jsonl
index 05d92e454653a865c9031006d75c45eb109a1ffc..4b0f6a34ef3968172fc3bc47dced6c1423bb7bfe 100644
--- a/boards_data/zh/data_tasks/Clustering/default.jsonl
+++ b/boards_data/zh/data_tasks/Clustering/default.jsonl
@@ -1,66 +1,112 @@
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+{"Rank":3,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
+{"Rank":4,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":50.01,"CLSClusteringP2P":41.23,"CLSClusteringS2S":40.04,"ThuNewsClusteringP2P":62.03,"ThuNewsClusteringS2S":56.75}
+{"Rank":5,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
+{"Rank":6,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
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+{"Rank":9,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.53,"CLSClusteringP2P":39.91,"CLSClusteringS2S":37.63,"ThuNewsClusteringP2P":58.45,"ThuNewsClusteringS2S":54.12}
+{"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.68,"CLSClusteringP2P":38.26,"CLSClusteringS2S":35.91,"ThuNewsClusteringP2P":58.71,"ThuNewsClusteringS2S":49.86}
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+{"Rank":13,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
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+{"Rank":16,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":30.02,"CLSClusteringP2P":30.13,"CLSClusteringS2S":28.77,"ThuNewsClusteringP2P":35.05,"ThuNewsClusteringS2S":26.14}
+{"Rank":17,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":18,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":19,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":20,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":21,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":22,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":23,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":24,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":25,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":26,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":27,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":28,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":29,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
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+{"Rank":32,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
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+{"Rank":34,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
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+{"Rank":39,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":40,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":41,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":42,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
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+{"Rank":44,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":45,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":46,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":47,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":48,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
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+{"Rank":51,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":52,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":53,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":54,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":55,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":56,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":57,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":58,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":59,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":60,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":61,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":62,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":63,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":64,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":65,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":66,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":67,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":68,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":69,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":70,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":71,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":72,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":73,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":74,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":75,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":76,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":77,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":78,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":79,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":80,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":81,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":82,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":83,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":84,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":85,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":86,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":87,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":88,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":89,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":90,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":91,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":92,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":93,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":94,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":95,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":96,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":97,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":98,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":99,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":100,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":101,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":102,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":103,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":104,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":105,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":106,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":107,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":108,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":109,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":110,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":111,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
+{"Rank":112,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"CLSClusteringP2P":null,"CLSClusteringS2S":null,"ThuNewsClusteringP2P":null,"ThuNewsClusteringS2S":null}
diff --git a/boards_data/zh/data_tasks/PairClassification/default.jsonl b/boards_data/zh/data_tasks/PairClassification/default.jsonl
index 6f5614c6a0c0a0f6ade267b510b7fb93556ab305..b17c2fe3485a482025108f54e4e5ba67d169f09f 100644
--- a/boards_data/zh/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/zh/data_tasks/PairClassification/default.jsonl
@@ -1,66 +1,112 @@
-{"level_0":0,"index":207,"Rank":1,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":91.87,"Cmnli":92.84,"Ocnli":90.9}
-{"level_0":1,"index":169,"Rank":2,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":91.55,"Cmnli":92.54,"Ocnli":90.56}
-{"level_0":2,"index":50,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.87,"Cmnli":90.87,"Ocnli":90.87}
-{"level_0":3,"index":253,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.24,"Cmnli":92.64,"Ocnli":87.84}
-{"level_0":4,"index":38,"Rank":5,"Model":"Yinka<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":89.88,"Cmnli":92.49,"Ocnli":87.26}
-{"level_0":5,"index":46,"Rank":6,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.92,"Cmnli":90.66,"Ocnli":87.18}
-{"level_0":6,"index":15,"Rank":7,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
-{"level_0":7,"index":154,"Rank":8,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
-{"level_0":8,"index":12,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
-{"level_0":9,"index":155,"Rank":10,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.08,"Cmnli":90.66,"Ocnli":85.51}
-{"level_0":10,"index":116,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d-1024<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.08,"Cmnli":90.66,"Ocnli":85.51}
-{"level_0":11,"index":173,"Rank":12,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.93,"Cmnli":90.42,"Ocnli":85.43}
-{"level_0":12,"index":129,"Rank":13,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.84,"Cmnli":90.49,"Ocnli":85.18}
-{"level_0":13,"index":47,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
-{"level_0":14,"index":17,"Rank":15,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"level_0":15,"index":142,"Rank":16,"Model":"gte-Qwen2-7B-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"level_0":16,"index":234,"Rank":17,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"level_0":17,"index":276,"Rank":18,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
-{"level_0":18,"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"level_0":19,"index":233,"Rank":20,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"level_0":20,"index":29,"Rank":21,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
-{"level_0":21,"index":206,"Rank":22,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.3,"Cmnli":89.95,"Ocnli":80.64}
-{"level_0":22,"index":286,"Rank":23,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
-{"level_0":23,"index":105,"Rank":24,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
-{"level_0":24,"index":199,"Rank":25,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"level_0":25,"index":280,"Rank":26,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"level_0":26,"index":175,"Rank":27,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.68,"Cmnli":86.85,"Ocnli":78.51}
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diff --git a/boards_data/zh/data_tasks/Reranking/default.jsonl b/boards_data/zh/data_tasks/Reranking/default.jsonl
index 72b55a24fe05307b903bb37449952b47121cbd36..8918e6f04e47bac0390bfc43a02c2a9f68bbee52 100644
--- a/boards_data/zh/data_tasks/Reranking/default.jsonl
+++ b/boards_data/zh/data_tasks/Reranking/default.jsonl
@@ -1,79 +1,112 @@
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diff --git a/boards_data/zh/data_tasks/Retrieval/default.jsonl b/boards_data/zh/data_tasks/Retrieval/default.jsonl
index 65cd7704f0f5fc002611b5deb0109c125db9e468..2b0949510c80f07225fb5e0ef24d0335df71c801 100644
--- a/boards_data/zh/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/zh/data_tasks/Retrieval/default.jsonl
@@ -1,72 +1,112 @@
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diff --git a/boards_data/zh/data_tasks/STS/default.jsonl b/boards_data/zh/data_tasks/STS/default.jsonl
index 5865b3628b6b1c8ffe98c00b108af8465256d380..6e3d57e76abad60aac5b18c8fa6b71300babda6b 100644
--- a/boards_data/zh/data_tasks/STS/default.jsonl
+++ b/boards_data/zh/data_tasks/STS/default.jsonl
@@ -1,87 +1,112 @@
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+{"Rank":92,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":93,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":94,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":95,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":96,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":null,"AFQMC":26.06,"AFQMC (cmn-Hans)":null,"ATEC":31.93,"ATEC (cmn-Hans)":null,"BQ":42.67,"BQ (cmn-Hans)":null,"LCQMC":70.16,"LCQMC (cmn-Hans)":null,"PAWSX":17.21,"PAWSX (cmn-Hans)":null,"QBQTC":24.62,"STSB":79.3,"STSB (cmn-Hans)":null}
+{"Rank":97,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":null,"AFQMC":22.24,"AFQMC (cmn-Hans)":null,"ATEC":30.84,"ATEC (cmn-Hans)":null,"BQ":43.33,"BQ (cmn-Hans)":null,"LCQMC":66.74,"LCQMC (cmn-Hans)":null,"PAWSX":12.31,"PAWSX (cmn-Hans)":null,"QBQTC":27.2,"STSB":73.22,"STSB (cmn-Hans)":null}
+{"Rank":98,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":99,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":100,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":101,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":102,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":103,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":104,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":105,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":106,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":107,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":23.88,"AFQMC (cmn-Hans)":null,"ATEC":29.25,"ATEC (cmn-Hans)":null,"BQ":45.33,"BQ (cmn-Hans)":null,"LCQMC":68.41,"LCQMC (cmn-Hans)":null,"PAWSX":16.55,"PAWSX (cmn-Hans)":null,"QBQTC":30.27,"STSB":70.61,"STSB (cmn-Hans)":null}
+{"Rank":108,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":109,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":110,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
+{"Rank":111,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AFQMC":50.8,"AFQMC (cmn-Hans)":null,"ATEC":53.23,"ATEC (cmn-Hans)":null,"BQ":66.49,"BQ (cmn-Hans)":null,"LCQMC":76.6,"LCQMC (cmn-Hans)":null,"PAWSX":47.56,"PAWSX (cmn-Hans)":null,"QBQTC":39.96,"STSB":80.14,"STSB (cmn-Hans)":null}
+{"Rank":112,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AFQMC":null,"AFQMC (cmn-Hans)":null,"ATEC":null,"ATEC (cmn-Hans)":null,"BQ":null,"BQ (cmn-Hans)":null,"LCQMC":null,"LCQMC (cmn-Hans)":null,"PAWSX":null,"PAWSX (cmn-Hans)":null,"QBQTC":null,"STSB":null,"STSB (cmn-Hans)":null}
diff --git a/refresh.py b/refresh.py
index 9249b2a089304dd34461d2ee9424fb3682c7b2ea..dc032c2fdacc77f5550629287bcd1f4795c17b52 100644
--- a/refresh.py
+++ b/refresh.py
@@ -1,6 +1,7 @@
-import json
from __future__ import annotations
+import json
+
import os
import re
from functools import reduce
@@ -136,8 +137,8 @@ def add_lang(examples):
return examples
-def norm(names: str) -> set:
- return set([name.split(" ")[0] for name in names])
+def norm(names: list[str]) -> list[str]:
+ return list(set([name.split(" ")[0] for name in names]))
def add_task(examples):
@@ -508,7 +509,7 @@ def get_mteb_data(
df.drop(columns=["PawsX (fr)"], inplace=True)
# Filter invalid columns
- cols = [col for col in cols if col in base_columns + datasets or any([col.startswith(d) for d in datasets])]
+ cols = [col for col in cols if col in base_columns + datasets or any([col.split()[0] == d for d in datasets])]
i = 0
for column in base_columns:
if column in cols:
@@ -523,11 +524,15 @@ def get_mteb_data(
def find_tasks(df_columns: list[str], tasks: list[str]) -> list[str]:
- # Some tasks have langs, but original tasks doesn't have languages, This function will find "Task (lang)" -> task
+ """
+ Some tasks have langs, but original tasks doesn't have languages, This function will find task -> Task (lang)
+ """
used_columns = []
for task in tasks:
for col_name in df_columns:
- if col_name.startswith(task):
+ # some french datasets already have lang in their name
+ # if use starts with instead of split there can be duplicates
+ if col_name.split()[0] == task or col_name == task:
used_columns.append(col_name)
return used_columns
@@ -670,8 +675,7 @@ def write_out_results(item: dict, item_name: str) -> None:
print(f"Saving {main_folder} to {main_folder}/default.jsonl")
os.makedirs(main_folder, exist_ok=True)
- item.reset_index(inplace=True)
- item.to_json(f"{main_folder}/default.jsonl", orient="records", lines=True)
+ item.reset_index(drop=True).to_json(f"{main_folder}/default.jsonl", orient="records", lines=True)
elif isinstance(item, str):
print(f"Saving {main_folder} to {main_folder}/default.txt")