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"MasakhaNEWSClassification (eng)": 80.47,
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"MassiveIntentClassification (sw)": 54.04,
"MassiveIntentClassification (am)": 36.93,
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"MassiveIntentClassification (hy)": 47.26,
"MassiveIntentClassification (es)": 75.14,
"MassiveIntentClassification (id)": 72.84,
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"MassiveIntentClassification (zh-CN)": 75.69,
"MassiveIntentClassification (zh-TW)": 70.86,
"MassiveIntentClassification (ml)": 46.31,
"MassiveIntentClassification (ms)": 70.72,
"MassiveIntentClassification (jv)": 55.89,
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"MassiveIntentClassification (da)": 73.46,
"MassiveIntentClassification (cy)": 53.51,
"MassiveIntentClassification (ja)": 75.19,
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"MassiveIntentClassification (az)": 62.1,
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"MassiveIntentClassification (km)": 42.63,
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"MintakaRetrieval (ar)": 25.88,
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"STS17 (ko-ko)": 78.74,
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"STSBenchmark": 85.64,
"STSBenchmarkMultilingualSTS (en)": 85.65,
"STSBenchmarkMultilingualSTS (fr)": 81.96,
"STSBenchmarkMultilingualSTS (pl)": 80.21,
"STSBenchmarkMultilingualSTS (ru)": 80.84,
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"STSBenchmarkMultilingualSTS (es)": 82.81,
"STSBenchmarkMultilingualSTS (pt)": 80.98,
"STSBenchmarkMultilingualSTS (de)": 82.08,
"STSBenchmarkMultilingualSTS (it)": 81.69,
"STSBenchmarkMultilingualSTS (zh)": 79.73
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"STS16": 86.24,
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"STS17 (nl-en)": 88.29,
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"STS17 (fr-en)": 87.9,
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"STSBenchmark": 85.64,
"STSBenchmarkMultilingualSTS (en)": 85.65,
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"STSBenchmarkMultilingualSTS (pl)": 80.21,
"STSBenchmarkMultilingualSTS (ru)": 80.84,
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"Summarization": {
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"Model": "GritLM-7B",
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{
"Model": "GritLM-7B",
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"Classification": {
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"Summarization": {
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"BUCC (ru-en)": 97.62,
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"Tatoeba (kzj-eng)": 4.46,
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"Tatoeba (max-eng)": 36.96,
"Tatoeba (mhr-eng)": 6.86,
"Tatoeba (mkd-eng)": 93.63,
"Tatoeba (mon-eng)": 3.42,
"Tatoeba (nds-eng)": 77.13,
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"Tatoeba (nno-eng)": 72.75,
"Tatoeba (nob-eng)": 95.77,
"Tatoeba (nov-eng)": 60.02,
"Tatoeba (oci-eng)": 58.13,
"Tatoeba (orv-eng)": 23.24,
"Tatoeba (pam-eng)": 3.24,
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"Tatoeba (pms-eng)": 36.23,
"Tatoeba (pol-eng)": 97.32,
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"Tatoeba (ron-eng)": 96.52,
"Tatoeba (rus-eng)": 92.58,
"Tatoeba (slk-eng)": 95.82,
"Tatoeba (slv-eng)": 95.4,
"Tatoeba (spa-eng)": 97.33,
"Tatoeba (sqi-eng)": 97.22,
"Tatoeba (srp-eng)": 93.64,
"Tatoeba (swe-eng)": 95.31,
"Tatoeba (swg-eng)": 33.1,
"Tatoeba (swh-eng)": 55.66,
"Tatoeba (tam-eng)": 87.32,
"Tatoeba (tat-eng)": 34.74,
"Tatoeba (tel-eng)": 96.72,
"Tatoeba (tgl-eng)": 63.19,
"Tatoeba (tha-eng)": 96.38,
"Tatoeba (tuk-eng)": 16.35,
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"Tatoeba (tzl-eng)": 36.56,
"Tatoeba (uig-eng)": 56.49,
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"Model": "LASER2",
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"AmazonCounterfactualClassification (en-ext)": 76.17,
"AmazonCounterfactualClassification (ja)": 68.76,
"AmazonPolarityClassification": 61.01,
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"AmazonReviewsClassification (fr)": 31.12,
"AmazonReviewsClassification (ja)": 28.94,
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"Banking77Classification": 57.76,
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"ImdbClassification": 57.58,
"MTOPDomainClassification (de)": 74.08,
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"MTOPDomainClassification (fr)": 72.26,
"MTOPDomainClassification (hi)": 72.95,
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"MTOPIntentClassification (fr)": 50.12,
"MTOPIntentClassification (hi)": 45.55,
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"MasakhaNEWSClassification (fra)": 65.9,
"MassiveIntentClassification (af)": 38.01,
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"MassiveIntentClassification (ar)": 37.16,
"MassiveIntentClassification (az)": 19.98,
"MassiveIntentClassification (bn)": 42.51,
"MassiveIntentClassification (cy)": 17.33,
"MassiveIntentClassification (da)": 45.61,
"MassiveIntentClassification (de)": 44.79,
"MassiveIntentClassification (el)": 46.71,
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"MassiveIntentClassification (es)": 45.44,
"MassiveIntentClassification (fa)": 45.01,
"MassiveIntentClassification (fi)": 45.94,
"MassiveIntentClassification (fr)": 46.13,
"MassiveIntentClassification (he)": 42.55,
"MassiveIntentClassification (hi)": 40.2,
"MassiveIntentClassification (hu)": 42.77,
"MassiveIntentClassification (hy)": 28.07,
"MassiveIntentClassification (id)": 45.81,
"MassiveIntentClassification (is)": 39.86,
"MassiveIntentClassification (it)": 48.25,
"MassiveIntentClassification (ja)": 45.3,
"MassiveIntentClassification (jv)": 24.3,
"MassiveIntentClassification (ka)": 22.7,
"MassiveIntentClassification (km)": 22.48,
"MassiveIntentClassification (kn)": 4.32,
"MassiveIntentClassification (ko)": 44.26,
"MassiveIntentClassification (lv)": 39.75,
"MassiveIntentClassification (ml)": 41.33,
"MassiveIntentClassification (mn)": 16.2,
"MassiveIntentClassification (ms)": 43.23,
"MassiveIntentClassification (my)": 25.37,
"MassiveIntentClassification (nb)": 37.74,
"MassiveIntentClassification (nl)": 45.0,
"MassiveIntentClassification (pl)": 44.99,
"MassiveIntentClassification (pt)": 48.55,
"MassiveIntentClassification (ro)": 44.3,
"MassiveIntentClassification (ru)": 44.29,
"MassiveIntentClassification (sl)": 44.72,
"MassiveIntentClassification (sq)": 46.12,
"MassiveIntentClassification (sv)": 45.95,
"MassiveIntentClassification (sw)": 31.89,
"MassiveIntentClassification (ta)": 29.63,
"MassiveIntentClassification (te)": 36.03,
"MassiveIntentClassification (th)": 43.39,
"MassiveIntentClassification (tl)": 29.73,
"MassiveIntentClassification (tr)": 43.93,
"MassiveIntentClassification (ur)": 26.11,
"MassiveIntentClassification (vi)": 44.33,
"MassiveIntentClassification (zh-CN)": 40.62,
"MassiveIntentClassification (zh-TW)": 32.93,
"MassiveScenarioClassification (af)": 47.1,
"MassiveScenarioClassification (am)": 17.7,
"MassiveScenarioClassification (ar)": 45.21,
"MassiveScenarioClassification (az)": 28.21,
"MassiveScenarioClassification (bn)": 50.52,
"MassiveScenarioClassification (cy)": 22.58,
"MassiveScenarioClassification (da)": 54.87,
"MassiveScenarioClassification (de)": 54.34,
"MassiveScenarioClassification (el)": 55.47,
"MassiveScenarioClassification (en)": 55.92,
"MassiveScenarioClassification (es)": 52.77,
"MassiveScenarioClassification (fa)": 52.5,
"MassiveScenarioClassification (fi)": 52.63,
"MassiveScenarioClassification (fr)": 54.32,
"MassiveScenarioClassification (he)": 52.41,
"MassiveScenarioClassification (hi)": 47.37,
"MassiveScenarioClassification (hu)": 53.43,
"MassiveScenarioClassification (hy)": 33.57,
"MassiveScenarioClassification (id)": 54.38,
"MassiveScenarioClassification (is)": 49.78,
"MassiveScenarioClassification (it)": 54.84,
"MassiveScenarioClassification (ja)": 54.12,
"MassiveScenarioClassification (jv)": 32.71,
"MassiveScenarioClassification (ka)": 26.92,
"MassiveScenarioClassification (km)": 27.23,
"MassiveScenarioClassification (kn)": 10.06,
"MassiveScenarioClassification (ko)": 52.01,
"MassiveScenarioClassification (lv)": 44.82,
"MassiveScenarioClassification (ml)": 49.1,
"MassiveScenarioClassification (mn)": 21.51,
"MassiveScenarioClassification (ms)": 53.6,
"MassiveScenarioClassification (my)": 29.72,
"MassiveScenarioClassification (nb)": 43.9,
"MassiveScenarioClassification (nl)": 53.33,
"MassiveScenarioClassification (pl)": 52.92,
"MassiveScenarioClassification (pt)": 53.41,
"MassiveScenarioClassification (ro)": 50.48,
"MassiveScenarioClassification (ru)": 51.84,
"MassiveScenarioClassification (sl)": 51.29,
"MassiveScenarioClassification (sq)": 55.65,
"MassiveScenarioClassification (sv)": 54.64,
"MassiveScenarioClassification (sw)": 42.04,
"MassiveScenarioClassification (ta)": 36.72,
"MassiveScenarioClassification (te)": 42.08,
"MassiveScenarioClassification (th)": 52.15,
"MassiveScenarioClassification (tl)": 37.34,
"MassiveScenarioClassification (tr)": 52.56,
"MassiveScenarioClassification (ur)": 32.6,
"MassiveScenarioClassification (vi)": 50.97,
"MassiveScenarioClassification (zh-CN)": 50.22,
"MassiveScenarioClassification (zh-TW)": 42.32,
"ToxicConversationsClassification": 54.05,
"TweetSentimentExtractionClassification": 48.73
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"Clustering": {
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"Model": "LASER2",
"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
}
]
},
"PairClassification": {
"max_ap": [
{
"Model": "LASER2",
"OpusparcusPC (fr)": 93.77,
"PawsXPairClassification (fr)": 69.53,
"SprintDuplicateQuestions": 65.54,
"TwitterSemEval2015": 59.57,
"TwitterURLCorpus": 81.47
},
{
"Model": "LASER2",
"OpusparcusPC (fr)": 93.77,
"PawsXPairClassification (fr)": 70.31,
"SprintDuplicateQuestions": 68.48,
"TwitterSemEval2015": 59.57,
"TwitterURLCorpus": 81.47
}
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"Reranking": {
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"Model": "LASER2",
"AlloprofReranking": 35.29,
"AskUbuntuDupQuestions": 48.99,
"MindSmallReranking": 24.79,
"SciDocsRR": 54.99,
"StackOverflowDupQuestions": 36.98,
"SyntecReranking": 55.93
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]
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"Retrieval": {
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"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,
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"MintakaRetrieval (fr)": 6.31,
"NFCorpus": 2.44,
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"QuoraRetrieval": 71.14,
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"SciFact": 4.04,
"SyntecRetrieval": 28.58,
"TRECCOVID": 10.97,
"Touche2020": 1.06,
"XPQARetrieval (fr)": 42.59
}
]
},
"STS": {
"cosine_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
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "LASER2",
"SummEval": 26.8,
"SummEvalFr": 31.56
}
]
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"MultilabelClassification": {
"accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
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"LLM2Vec-Llama-2-supervised": {
"BitextMining": {
"f1": []
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"Classification": {
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"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
}
]
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"Clustering": {
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"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": {
"max_ap": [
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"Model": "LLM2Vec-Llama-2-supervised",
"SprintDuplicateQuestions": 96.83,
"TwitterSemEval2015": 80.7,
"TwitterURLCorpus": 86.56
},
{
"Model": "LLM2Vec-Llama-2-supervised",
"SprintDuplicateQuestions": 96.83,
"TwitterSemEval2015": 80.7,
"TwitterURLCorpus": 86.56
}
]
},
"Reranking": {
"map": [
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"Model": "LLM2Vec-Llama-2-supervised",
"AskUbuntuDupQuestions": 63.13,
"MindSmallReranking": 31.34,
"SciDocsRR": 84.03,
"StackOverflowDupQuestions": 51.02
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"Retrieval": {
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"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
}
]
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"STS": {
"cosine_spearman": [
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"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
}
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"Summarization": {
"cosine_spearman": [
{
"Model": "LLM2Vec-Llama-2-supervised",
"SummEval": 28.49
}
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},
"MultilabelClassification": {
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},
"InstructionRetrieval": {
"p-MRR": []
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"LLM2Vec-Llama-2-unsupervised": {
"BitextMining": {
"f1": []
},
"Classification": {
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"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
}
]
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"Clustering": {
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"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": {
"max_ap": [
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"Model": "LLM2Vec-Llama-2-unsupervised",
"SprintDuplicateQuestions": 87.57,
"TwitterSemEval2015": 65.14,
"TwitterURLCorpus": 80.94
},
{
"Model": "LLM2Vec-Llama-2-unsupervised",
"SprintDuplicateQuestions": 87.57,
"TwitterSemEval2015": 65.14,
"TwitterURLCorpus": 80.94
}
]
},
"Reranking": {
"map": [
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"Model": "LLM2Vec-Llama-2-unsupervised",
"AskUbuntuDupQuestions": 55.56,
"MindSmallReranking": 30.86,
"SciDocsRR": 77.62,
"StackOverflowDupQuestions": 47.77
}
]
},
"Retrieval": {
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"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": {
"cosine_spearman": [
{
"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": {
"cosine_spearman": [
{
"Model": "LLM2Vec-Llama-2-unsupervised",
"SummEval": 31.38
}
]
},
"MultilabelClassification": {
"accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
"LLM2Vec-Meta-Llama-3-supervised": {
"BitextMining": {
"f1": []
},
"Classification": {
"accuracy": [
{
"Model": "LLM2Vec-Meta-Llama-3-supervised",
"AmazonCounterfactualClassification (en)": 79.94,
"AmazonPolarityClassification": 86.07,
"AmazonReviewsClassification (en)": 46.84,
"Banking77Classification": 88.05,
"EmotionClassification": 51.2,
"ImdbClassification": 82.94,
"MTOPDomainClassification (en)": 96.14,
"MTOPIntentClassification (en)": 86.11,
"MassiveIntentClassification (en)": 79.8,
"MassiveScenarioClassification (en)": 81.52,
"ToxicConversationsClassification": 70.59,
"TweetSentimentExtractionClassification": 61.9
}
]
},
"Clustering": {
"v_measure": [
{
"Model": "LLM2Vec-Meta-Llama-3-supervised",
"ArxivClusteringP2P": 44.27,
"ArxivClusteringS2S": 46.85,
"BiorxivClusteringP2P": 32.35,
"BiorxivClusteringS2S": 36.7,
"MedrxivClusteringP2P": 30.71,
"MedrxivClusteringS2S": 32.96,
"RedditClustering": 61.72,
"RedditClusteringP2P": 63.98,
"StackExchangeClustering": 72.74,
"StackExchangeClusteringP2P": 32.26,
"TwentyNewsgroupsClustering": 56.41
}
]
},
"PairClassification": {
"max_ap": [
{
"Model": "LLM2Vec-Meta-Llama-3-supervised",
"SprintDuplicateQuestions": 95.09,
"TwitterSemEval2015": 81.73,
"TwitterURLCorpus": 86.56
},
{
"Model": "LLM2Vec-Meta-Llama-3-supervised",
"SprintDuplicateQuestions": 95.09,
"TwitterSemEval2015": 81.73,
"TwitterURLCorpus": 86.56
}
]
},
"Reranking": {
"map": [
{
"Model": "LLM2Vec-Meta-Llama-3-supervised",
"AskUbuntuDupQuestions": 65.19,
"MindSmallReranking": 32.67,
"SciDocsRR": 86.05,
"StackOverflowDupQuestions": 54.82
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]
},
"Retrieval": {
"ndcg_at_10": [
{
"Model": "LLM2Vec-Meta-Llama-3-supervised",
"ArguAna": 62.78,
"CQADupstackRetrieval": 48.25,
"ClimateFEVER": 34.27,
"DBPedia": 48.34,
"FEVER": 90.2,
"FiQA2018": 55.33,
"HotpotQA": 71.76,
"MSMARCO": 43.24,
"NFCorpus": 41.83,
"NQ": 64.21,
"QuoraRetrieval": 87.16,
"SCIDOCS": 22.96,
"SciFact": 78.22,
"TRECCOVID": 80.34,
"Touche2020": 20.5
}
]
},
"STS": {
"cosine_spearman": [
{
"Model": "LLM2Vec-Meta-Llama-3-supervised",
"BIOSSES": 84.92,
"SICK-R": 83.94,
"STS12": 79.27,
"STS13": 84.83,
"STS14": 82.94,
"STS15": 88.09,
"STS16": 86.54,
"STS17 (en-en)": 89.58,
"STS22 (en)": 67.67,
"STSBenchmark": 88.05
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "LLM2Vec-Meta-Llama-3-supervised",
"SummEval": 30.94
}
]
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"MultilabelClassification": {
"accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
"LLM2Vec-Meta-Llama-3-unsupervised": {
"BitextMining": {
"f1": []
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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
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]
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"Model": "LLM2Vec-Meta-Llama-3-unsupervised",
"ArxivClusteringP2P": 49.22,
"ArxivClusteringS2S": 41.71,
"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
}
]
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"PairClassification": {
"max_ap": [
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"Model": "LLM2Vec-Meta-Llama-3-unsupervised",
"SprintDuplicateQuestions": 88.14,
"TwitterSemEval2015": 66.6,
"TwitterURLCorpus": 79.3
},
{
"Model": "LLM2Vec-Meta-Llama-3-unsupervised",
"SprintDuplicateQuestions": 88.14,
"TwitterSemEval2015": 66.6,
"TwitterURLCorpus": 79.3
}
]
},
"Reranking": {
"map": [
{
"Model": "LLM2Vec-Meta-Llama-3-unsupervised",
"AskUbuntuDupQuestions": 57.16,
"MindSmallReranking": 30.1,
"SciDocsRR": 76.28,
"StackOverflowDupQuestions": 48.82
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]
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"Retrieval": {
"ndcg_at_10": [
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"Model": "LLM2Vec-Meta-Llama-3-unsupervised",
"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
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]
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"STS": {
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"Model": "LLM2Vec-Meta-Llama-3-unsupervised",
"BIOSSES": 84.67,
"SICK-R": 72.16,
"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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"Summarization": {
"cosine_spearman": [
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"Model": "LLM2Vec-Meta-Llama-3-unsupervised",
"SummEval": 31.45
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]
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"MultilabelClassification": {
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"InstructionRetrieval": {
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"LLM2Vec-Mistral-supervised": {
"BitextMining": {
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"Classification": {
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"Model": "LLM2Vec-Mistral-supervised",
"AmazonCounterfactualClassification (en)": 77.58,
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"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
}
]
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"Clustering": {
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"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
}
]
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"PairClassification": {
"max_ap": [
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"Model": "LLM2Vec-Mistral-supervised",
"SprintDuplicateQuestions": 96.82,
"TwitterSemEval2015": 80.6,
"TwitterURLCorpus": 86.56
},
{
"Model": "LLM2Vec-Mistral-supervised",
"SprintDuplicateQuestions": 96.82,
"TwitterSemEval2015": 80.6,
"TwitterURLCorpus": 86.56
}
]
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"Reranking": {
"map": [
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"Model": "LLM2Vec-Mistral-supervised",
"AskUbuntuDupQuestions": 63.98,
"MindSmallReranking": 31.5,
"SciDocsRR": 83.8,
"StackOverflowDupQuestions": 54.41
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"Retrieval": {
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"ArguAna": 57.48,
"CQADupstackRetrieval": 48.84,
"ClimateFEVER": 35.19,
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"FiQA2018": 53.11,
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"SCIDOCS": 22.5,
"SciFact": 78.86,
"TRECCOVID": 77.69,
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"STS": {
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"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,
"STSBenchmark": 88.65
}
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"Model": "LLM2Vec-Mistral-supervised",
"SummEval": 29.96
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"LLM2Vec-Mistral-unsupervised": {
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"Banking77Classification": 86.16,
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"ImdbClassification": 77.95,
"MTOPDomainClassification (en)": 95.48,
"MTOPIntentClassification (en)": 82.84,
"MassiveIntentClassification (en)": 76.65,
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"ToxicConversationsClassification": 70.71,
"TweetSentimentExtractionClassification": 60.9
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]
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"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
}
]
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"PairClassification": {
"max_ap": [
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"Model": "LLM2Vec-Mistral-unsupervised",
"SprintDuplicateQuestions": 91.3,
"TwitterSemEval2015": 68.76,
"TwitterURLCorpus": 82.76
},
{
"Model": "LLM2Vec-Mistral-unsupervised",
"SprintDuplicateQuestions": 91.3,
"TwitterSemEval2015": 68.76,
"TwitterURLCorpus": 82.76
}
]
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"Reranking": {
"map": [
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"Model": "LLM2Vec-Mistral-unsupervised",
"AskUbuntuDupQuestions": 58.6,
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"SciDocsRR": 77.81,
"StackOverflowDupQuestions": 49.8
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"Retrieval": {
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"TRECCOVID": 55.67,
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"STS": {
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"BIOSSES": 83.29,
"SICK-R": 75.55,
"STS12": 67.65,
"STS13": 83.9,
"STS14": 76.97,
"STS15": 83.8,
"STS16": 81.91,
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"Model": "LLM2Vec-Mistral-unsupervised",
"SummEval": 30.19
}
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}
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"LLM2Vec-Sheared-Llama-supervised": {
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"Classification": {
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"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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"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": {
"max_ap": [
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"Model": "LLM2Vec-Sheared-Llama-supervised",
"SprintDuplicateQuestions": 96.25,
"TwitterSemEval2015": 76.14,
"TwitterURLCorpus": 86.23
},
{
"Model": "LLM2Vec-Sheared-Llama-supervised",
"SprintDuplicateQuestions": 96.25,
"TwitterSemEval2015": 76.14,
"TwitterURLCorpus": 86.23
}
]
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"Reranking": {
"map": [
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"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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"Model": "LLM2Vec-Sheared-Llama-supervised",
"ArguAna": 51.66,
"CQADupstackRetrieval": 41.73,
"ClimateFEVER": 33.49,
"DBPedia": 43.58,
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"FiQA2018": 41.0,
"HotpotQA": 63.85,
"MSMARCO": 38.32,
"NFCorpus": 37.12,
"NQ": 53.89,
"QuoraRetrieval": 87.37,
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"SciFact": 72.08,
"TRECCOVID": 80.41,
"Touche2020": 22.31
}
]
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"STS": {
"cosine_spearman": [
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"BIOSSES": 85.88,
"SICK-R": 82.25,
"STS12": 78.28,
"STS13": 85.52,
"STS14": 82.49,
"STS15": 88.76,
"STS16": 87.11,
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"STS22 (en)": 68.25,
"STSBenchmark": 87.16
}
]
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{
"Model": "LLM2Vec-Sheared-Llama-supervised",
"SummEval": 30.01
}
]
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"MultilabelClassification": {
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"p-MRR": []
}
},
"LLM2Vec-Sheared-Llama-unsupervised": {
"BitextMining": {
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},
"Classification": {
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"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
}
]
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"Clustering": {
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"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
}
]
},
"PairClassification": {
"max_ap": [
{
"Model": "LLM2Vec-Sheared-Llama-unsupervised",
"SprintDuplicateQuestions": 77.36,
"TwitterSemEval2015": 61.54,
"TwitterURLCorpus": 77.73
},
{
"Model": "LLM2Vec-Sheared-Llama-unsupervised",
"SprintDuplicateQuestions": 77.36,
"TwitterSemEval2015": 61.54,
"TwitterURLCorpus": 77.73
}
]
},
"Reranking": {
"map": [
{
"Model": "LLM2Vec-Sheared-Llama-unsupervised",
"AskUbuntuDupQuestions": 52.7,
"MindSmallReranking": 29.52,
"SciDocsRR": 67.76,
"StackOverflowDupQuestions": 40.82
}
]
},
"Retrieval": {
"ndcg_at_10": [
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"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
}
]
},
"STS": {
"cosine_spearman": [
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"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
}
]
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"Summarization": {
"cosine_spearman": [
{
"Model": "LLM2Vec-Sheared-Llama-unsupervised",
"SummEval": 31.23
}
]
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"MultilabelClassification": {
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},
"InstructionRetrieval": {
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}
},
"LaBSE": {
"BitextMining": {
"f1": [
{
"Model": "LaBSE",
"BUCC (de-en)": 99.35,
"BUCC (fr-en)": 98.72,
"BUCC (ru-en)": 97.78,
"BUCC (zh-en)": 99.16,
"BornholmBitextMining": 45.63,
"Tatoeba (ber-eng)": 8.4,
"Tatoeba (hye-eng)": 94.09,
"Tatoeba (ces-eng)": 96.68,
"Tatoeba (slk-eng)": 96.5,
"Tatoeba (cat-eng)": 95.38,
"Tatoeba (awa-eng)": 71.7,
"Tatoeba (lat-eng)": 80.07,
"Tatoeba (hsb-eng)": 67.11,
"Tatoeba (swh-eng)": 84.5,
"Tatoeba (ind-eng)": 93.66,
"Tatoeba (xho-eng)": 91.55,
"Tatoeba (nno-eng)": 94.48,
"Tatoeba (csb-eng)": 52.57,
"Tatoeba (kzj-eng)": 11.33,
"Tatoeba (isl-eng)": 94.75,
"Tatoeba (nld-eng)": 96.07,
"Tatoeba (ell-eng)": 95.35,
"Tatoeba (por-eng)": 94.14,
"Tatoeba (ita-eng)": 92.72,
"Tatoeba (vie-eng)": 97.2,
"Tatoeba (uzb-eng)": 84.23,
"Tatoeba (bul-eng)": 94.58,
"Tatoeba (tgl-eng)": 96.02,
"Tatoeba (gla-eng)": 85.66,
"Tatoeba (mkd-eng)": 93.6,
"Tatoeba (tel-eng)": 97.86,
"Tatoeba (kaz-eng)": 87.49,
"Tatoeba (zsm-eng)": 95.62,
"Tatoeba (hin-eng)": 96.87,
"Tatoeba (ile-eng)": 85.58,
"Tatoeba (jpn-eng)": 95.38,
"Tatoeba (orv-eng)": 38.93,
"Tatoeba (kab-eng)": 4.31,
"Tatoeba (yue-eng)": 89.58,
"Tatoeba (bel-eng)": 95.0,
"Tatoeba (dtp-eng)": 10.85,
"Tatoeba (ron-eng)": 96.92,
"Tatoeba (arz-eng)": 76.0,
"Tatoeba (tzl-eng)": 58.88,
"Tatoeba (slv-eng)": 96.03,
"Tatoeba (jav-eng)": 79.77,
"Tatoeba (pol-eng)": 97.22,
"Tatoeba (heb-eng)": 91.53,
"Tatoeba (ang-eng)": 59.28,
"Tatoeba (ara-eng)": 88.8,
"Tatoeba (tuk-eng)": 75.27,
"Tatoeba (afr-eng)": 96.18,
"Tatoeba (kor-eng)": 90.95,
"Tatoeba (mhr-eng)": 15.74,
"Tatoeba (fry-eng)": 89.31,
"Tatoeba (urd-eng)": 93.22,
"Tatoeba (srp-eng)": 94.43,
"Tatoeba (cbk-eng)": 79.44,
"Tatoeba (tat-eng)": 85.92,
"Tatoeba (wuu-eng)": 90.18,
"Tatoeba (war-eng)": 60.29,
"Tatoeba (kat-eng)": 95.02,
"Tatoeba (nds-eng)": 79.42,
"Tatoeba (gle-eng)": 93.8,
"Tatoeba (mal-eng)": 98.45,
"Tatoeba (tha-eng)": 96.14,
"Tatoeba (fin-eng)": 96.37,
"Tatoeba (cor-eng)": 10.11,
"Tatoeba (tur-eng)": 98.0,
"Tatoeba (yid-eng)": 88.79,
"Tatoeba (eus-eng)": 95.01,
"Tatoeba (cmn-eng)": 95.1,
"Tatoeba (fao-eng)": 87.4,
"Tatoeba (lfn-eng)": 67.54,
"Tatoeba (bos-eng)": 94.92,
"Tatoeba (arq-eng)": 42.69,
"Tatoeba (sqi-eng)": 96.76,
"Tatoeba (ben-eng)": 88.55,
"Tatoeba (pes-eng)": 94.7,
"Tatoeba (fra-eng)": 94.86,
"Tatoeba (deu-eng)": 99.2,
"Tatoeba (spa-eng)": 98.4,
"Tatoeba (oci-eng)": 65.81,
"Tatoeba (ina-eng)": 95.37,
"Tatoeba (hrv-eng)": 96.95,
"Tatoeba (gsw-eng)": 46.5,
"Tatoeba (swe-eng)": 95.63,
"Tatoeba (bre-eng)": 15.07,
"Tatoeba (hun-eng)": 96.55,
"Tatoeba (uig-eng)": 92.4,
"Tatoeba (mar-eng)": 92.65,
"Tatoeba (nob-eng)": 98.4,
"Tatoeba (rus-eng)": 93.75,
"Tatoeba (ceb-eng)": 64.42,
"Tatoeba (aze-eng)": 94.93,
"Tatoeba (dsb-eng)": 64.81,
"Tatoeba (tam-eng)": 89.0,
"Tatoeba (est-eng)": 96.55,
"Tatoeba (cym-eng)": 92.0,
"Tatoeba (amh-eng)": 91.47,
"Tatoeba (dan-eng)": 95.71,
"Tatoeba (epo-eng)": 98.2,
"Tatoeba (ast-eng)": 90.68,
"Tatoeba (swg-eng)": 59.36,
"Tatoeba (pms-eng)": 64.57,
"Tatoeba (kur-eng)": 83.59,
"Tatoeba (khm-eng)": 78.37,
"Tatoeba (ido-eng)": 89.42,
"Tatoeba (ukr-eng)": 93.97,
"Tatoeba (mon-eng)": 95.91,
"Tatoeba (nov-eng)": 74.38,
"Tatoeba (cha-eng)": 31.77,
"Tatoeba (pam-eng)": 10.73,
"Tatoeba (lvs-eng)": 95.88,
"Tatoeba (max-eng)": 63.26,
"Tatoeba (lit-eng)": 96.47,
"Tatoeba (glg-eng)": 96.82
}
]
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"Classification": {
"accuracy": [
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"Model": "LaBSE",
"AllegroReviews": 34.89,
"AmazonCounterfactualClassification (en-ext)": 76.09,
"AmazonCounterfactualClassification (en)": 75.93,
"AmazonCounterfactualClassification (de)": 73.17,
"AmazonCounterfactualClassification (ja)": 76.42,
"AmazonPolarityClassification": 68.95,
"AmazonReviewsClassification (en)": 35.8,
"AmazonReviewsClassification (de)": 39.92,
"AmazonReviewsClassification (es)": 39.39,
"AmazonReviewsClassification (fr)": 38.52,
"AmazonReviewsClassification (ja)": 36.44,
"AmazonReviewsClassification (zh)": 36.45,
"AngryTweetsClassification": 51.11,
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"Model": "LaBSE",
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"BiorxivClusteringP2P": 29.84,
"BiorxivClusteringS2S": 20.57,
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"TwentyNewsgroupsClustering": 23.28
}
]
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"Model": "LaBSE",
"CDSC-E": 68.92,
"OpusparcusPC (de)": 96.58,
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"PSC": 97.42,
"PawsXPairClassification (de)": 51.07,
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"PawsXPairClassification (es)": 52.19,
"PawsXPairClassification (fr)": 54.63,
"PawsXPairClassification (ja)": 47.56,
"PawsXPairClassification (ko)": 49.39,
"PawsXPairClassification (zh)": 54.26,
"SICK-E-PL": 63.77,
"SprintDuplicateQuestions": 89.26,
"TERRa": 55.71,
"TwitterSemEval2015": 62.78,
"TwitterURLCorpus": 84.58
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"Model": "LaBSE",
"CDSC-E": 68.92,
"OpusparcusPC (de)": 96.58,
"OpusparcusPC (en)": 98.12,
"OpusparcusPC (fi)": 94.44,
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"OpusparcusPC (ru)": 87.3,
"OpusparcusPC (sv)": 93.69,
"PPC": 86.97,
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"PawsXPairClassification (de)": 51.45,
"PawsXPairClassification (en)": 54.07,
"PawsXPairClassification (es)": 52.19,
"PawsXPairClassification (fr)": 54.69,
"PawsXPairClassification (ja)": 47.74,
"PawsXPairClassification (ko)": 49.42,
"PawsXPairClassification (zh)": 54.55,
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"Model": "LaBSE",
"CDSC-E": 68.91,
"OpusparcusPC (fr)": 93.96,
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"PSC": 97.42,
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}
]
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"Reranking": {
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{
"Model": "LaBSE",
"AlloprofReranking": 49.51,
"AskUbuntuDupQuestions": 52.75,
"MMarcoReranking": 14.83,
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"SciDocsRR": 68.72,
"StackOverflowDupQuestions": 42.42,
"SyntecReranking": 73.28,
"T2Reranking": 63.29
}
]
},
"Retrieval": {
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"Model": "LaBSE",
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"ARCChallenge": 3.78,
"AlloprofRetrieval": 19.77,
"AlphaNLI": 13.11,
"AppsRetrieval": 2.39,
"ArguAna": 34.18,
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"BSARDRetrieval": 0.0,
"CQADupstackRetrieval": 18.75,
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"CodeFeedbackMT": 17.98,
"CodeFeedbackST": 35.98,
"CodeSearchNetCCRetrieval (python)": 40.41,
"CodeSearchNetCCRetrieval (javascript)": 52.0,
"CodeSearchNetCCRetrieval (go)": 41.73,
"CodeSearchNetCCRetrieval (ruby)": 41.46,
"CodeSearchNetCCRetrieval (java)": 45.83,
"CodeSearchNetCCRetrieval (php)": 31.96,
"CodeSearchNetRetrieval (python)": 60.52,
"CodeSearchNetRetrieval (javascript)": 46.24,
"CodeSearchNetRetrieval (go)": 48.56,
"CodeSearchNetRetrieval (ruby)": 51.34,
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"CodeTransOceanContest": 28.1,
"CodeTransOceanDL": 26.45,
"CosQA": 8.77,
"CovidRetrieval": 28.6,
"DBPedia": 15.57,
"DBPedia-PL": 16.1,
"DuRetrieval": 26.34,
"EcomRetrieval": 25.42,
"FEVER": 12.18,
"FiQA-PL": 7.63,
"FiQA2018": 7.0,
"GerDaLIRSmall": 4.59,
"HellaSwag": 5.59,
"HotpotQA": 18.75,
"HotpotQA-PL": 19.72,
"LEMBNarrativeQARetrieval": 11.45,
"LEMBQMSumRetrieval": 14.07,
"LEMBSummScreenFDRetrieval": 40.52,
"LEMBWikimQARetrieval": 28.1,
"LeCaRDv2": 24.68,
"LegalBenchConsumerContractsQA": 54.66,
"LegalBenchCorporateLobbying": 69.39,
"LegalQuAD": 16.64,
"LegalSummarization": 53.89,
"MMarcoRetrieval": 34.78,
"MSMARCO": 7.6,
"MSMARCO-PL": 7.22,
"MedicalRetrieval": 6.68,
"MintakaRetrieval (ar)": 14.06,
"MintakaRetrieval (de)": 15.26,
"MintakaRetrieval (es)": 15.65,
"MintakaRetrieval (fr)": 15.53,
"MintakaRetrieval (hi)": 13.67,
"MintakaRetrieval (it)": 15.94,
"MintakaRetrieval (ja)": 12.8,
"MintakaRetrieval (pt)": 15.03,
"NFCorpus": 16.54,
"NFCorpus-PL": 17.45,
"NQ": 8.42,
"NQ-PL": 9.65,
"PIQA": 6.53,
"Quail": 1.91,
"Quora-PL": 74.96,
"QuoraRetrieval": 77.03,
"RARbCode": 2.31,
"RARbMath": 27.19,
"RiaNewsRetrieval": 42.75,
"RuBQRetrieval": 30.02,
"SCIDOCS": 5.63,
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"SIQA": 1.07,
"SciFact": 38.2,
"SciFact-PL": 39.79,
"SpartQA": 1.56,
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"SyntecRetrieval": 55.31,
"SyntheticText2SQL": 43.28,
"T2Retrieval": 25.32,
"TRECCOVID": 16.34,
"TRECCOVID-PL": 18.45,
"TempReasonL1": 1.56,
"TempReasonL2Fact": 7.06,
"TempReasonL2Pure": 0.14,
"TempReasonL3Fact": 8.74,
"TempReasonL3Pure": 4.73,
"Touche2020": 4.88,
"VideoRetrieval": 22.04,
"WinoGrande": 54.3,
"XPQARetrieval (ara-ara)": 35.19,
"XPQARetrieval (eng-ara)": 20.64,
"XPQARetrieval (ara-eng)": 32.47,
"XPQARetrieval (deu-deu)": 53.56,
"XPQARetrieval (eng-deu)": 24.31,
"XPQARetrieval (deu-eng)": 54.87,
"XPQARetrieval (spa-spa)": 44.49,
"XPQARetrieval (eng-spa)": 25.31,
"XPQARetrieval (spa-eng)": 43.4,
"XPQARetrieval (fra-fra)": 51.74,
"XPQARetrieval (eng-fra)": 21.29,
"XPQARetrieval (fra-eng)": 49.4,
"XPQARetrieval (hin-hin)": 66.64,
"XPQARetrieval (eng-hin)": 23.25,
"XPQARetrieval (hin-eng)": 64.54,
"XPQARetrieval (ita-ita)": 56.27,
"XPQARetrieval (eng-ita)": 25.8,
"XPQARetrieval (ita-eng)": 52.69,
"XPQARetrieval (jpn-jpn)": 58.6,
"XPQARetrieval (eng-jpn)": 21.49,
"XPQARetrieval (jpn-eng)": 52.41,
"XPQARetrieval (kor-kor)": 27.63,
"XPQARetrieval (eng-kor)": 23.33,
"XPQARetrieval (kor-eng)": 23.97,
"XPQARetrieval (pol-pol)": 37.33,
"XPQARetrieval (eng-pol)": 16.19,
"XPQARetrieval (pol-eng)": 37.7,
"XPQARetrieval (por-por)": 38.48,
"XPQARetrieval (eng-por)": 19.41,
"XPQARetrieval (por-eng)": 37.31,
"XPQARetrieval (tam-tam)": 37.33,
"XPQARetrieval (eng-tam)": 20.53,
"XPQARetrieval (tam-eng)": 30.14,
"XPQARetrieval (cmn-cmn)": 50.7,
"XPQARetrieval (eng-cmn)": 20.59,
"XPQARetrieval (cmn-eng)": 48.23,
"XPQARetrieval (fr)": 51.74
}
]
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"STS": {
"cosine_spearman": [
{
"Model": "LaBSE",
"AFQMC": 21.02,
"ATEC": 26.61,
"BIOSSES": 78.7,
"BQ": 42.6,
"CDSC-R": 85.53,
"LCQMC": 52.19,
"PAWSX": 10.23,
"RUParaPhraserSTS": 65.74,
"RuSTSBenchmarkSTS": 73.34,
"SICK-R": 69.99,
"SICK-R-PL": 65.9,
"SICKFr": 69.94,
"STS12": 65.08,
"STS13": 67.98,
"STS14": 64.03,
"STS15": 76.59,
"STS16": 72.98,
"STS17 (es-en)": 65.71,
"STS17 (en-de)": 73.85,
"STS17 (fr-en)": 76.98,
"STS17 (en-tr)": 72.07,
"STS17 (ko-ko)": 71.32,
"STS17 (es-es)": 80.83,
"STS17 (it-en)": 76.99,
"STS17 (ar-ar)": 69.07,
"STS17 (en-en)": 79.45,
"STS17 (nl-en)": 75.22,
"STS17 (en-ar)": 74.51,
"STS22 (pl-en)": 69.41,
"STS22 (de-en)": 50.14,
"STS22 (es)": 63.18,
"STS22 (de-pl)": 58.69,
"STS22 (fr)": 77.95,
"STS22 (fr-pl)": 61.98,
"STS22 (de)": 48.58,
"STS22 (pl)": 39.3,
"STS22 (en)": 61.63,
"STS22 (es-it)": 69.69,
"STS22 (zh-en)": 64.02,
"STS22 (de-fr)": 53.28,
"STS22 (tr)": 58.15,
"STS22 (it)": 72.22,
"STS22 (ru)": 57.49,
"STS22 (es-en)": 71.86,
"STS22 (ar)": 57.67,
"STS22 (zh)": 63.02,
"STSB": 68.38,
"STSBenchmark": 72.25,
"STSBenchmarkMultilingualSTS (nl)": 70.22,
"STSBenchmarkMultilingualSTS (de)": 72.43,
"STSBenchmarkMultilingualSTS (pt)": 71.65,
"STSBenchmarkMultilingualSTS (fr)": 75.1,
"STSBenchmarkMultilingualSTS (en)": 72.25,
"STSBenchmarkMultilingualSTS (pl)": 72.58,
"STSBenchmarkMultilingualSTS (es)": 72.92,
"STSBenchmarkMultilingualSTS (zh)": 69.5,
"STSBenchmarkMultilingualSTS (ru)": 73.06,
"STSBenchmarkMultilingualSTS (it)": 72.97
},
{
"Model": "LaBSE",
"BIOSSES": 78.7,
"CDSC-R": 85.53,
"SICK-R": 69.99,
"SICK-R-PL": 65.9,
"SICKFr": 69.94,
"STS12": 65.08,
"STS13": 67.98,
"STS14": 64.03,
"STS15": 76.59,
"STS16": 72.98,
"STS17 (ar-ar)": 69.07,
"STS17 (en-ar)": 74.51,
"STS17 (en-de)": 73.85,
"STS17 (en-en)": 79.45,
"STS17 (en-tr)": 72.07,
"STS17 (es-en)": 65.71,
"STS17 (es-es)": 80.83,
"STS17 (fr-en)": 76.98,
"STS17 (it-en)": 76.99,
"STS17 (ko-ko)": 71.32,
"STS17 (nl-en)": 75.22,
"STS22 (ar)": 57.67,
"STS22 (de)": 48.58,
"STS22 (de-en)": 50.14,
"STS22 (de-fr)": 53.28,
"STS22 (de-pl)": 58.69,
"STS22 (en)": 60.97,
"STS22 (es)": 63.18,
"STS22 (es-en)": 71.86,
"STS22 (es-it)": 69.69,
"STS22 (fr)": 77.95,
"STS22 (fr-pl)": 61.98,
"STS22 (it)": 72.22,
"STS22 (pl)": 39.28,
"STS22 (pl-en)": 69.41,
"STS22 (ru)": 57.49,
"STS22 (tr)": 58.15,
"STS22 (zh)": 63.02,
"STS22 (zh-en)": 64.02,
"STSBenchmark": 72.25,
"STSBenchmarkMultilingualSTS (fr)": 75.1
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "LaBSE",
"SummEval": 31.05,
"SummEvalFr": 30.16
},
{
"Model": "LaBSE",
"SummEval": 31.05,
"SummEvalFr": 30.16
},
{
"Model": "LaBSE",
"SummEval": 31.05,
"SummEvalFr": 30.16
}
]
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"MultilabelClassification": {
"accuracy": [
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"MassiveIntentClassification (sw)": 19.98,
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"MassiveIntentClassification (zh-CN)": 3.96,
"MassiveIntentClassification (am)": 2.76,
"MassiveIntentClassification (kn)": 2.86,
"MassiveIntentClassification (hi)": 3.29,
"MassiveIntentClassification (tl)": 27.08,
"MassiveIntentClassification (th)": 4.0,
"MassiveIntentClassification (sv)": 32.01,
"MassiveIntentClassification (de)": 35.14,
"MassiveIntentClassification (es)": 37.67,
"MassiveIntentClassification (pt)": 39.84,
"MassiveIntentClassification (ja)": 4.78,
"MassiveIntentClassification (fi)": 31.11,
"MassiveIntentClassification (ka)": 2.87,
"MassiveIntentClassification (sl)": 35.66,
"MassiveIntentClassification (ru)": 60.53,
"MassiveIntentClassification (it)": 43.32,
"MassiveIntentClassification (te)": 2.72,
"MassiveIntentClassification (af)": 30.59,
"MassiveIntentClassification (is)": 25.61,
"MassiveIntentClassification (fa)": 3.71,
"MassiveIntentClassification (vi)": 23.0,
"MassiveIntentClassification (bn)": 3.35,
"MassiveIntentClassification (hy)": 2.8,
"MassiveIntentClassification (pl)": 31.3,
"MassiveIntentClassification (cy)": 26.59,
"MassiveIntentClassification (jv)": 26.84,
"MassiveIntentClassification (mn)": 35.97,
"MassiveIntentClassification (en)": 60.48,
"MassiveIntentClassification (ms)": 27.82,
"MassiveIntentClassification (nb)": 35.78,
"MassiveIntentClassification (he)": 2.33,
"MassiveIntentClassification (km)": 4.6,
"MassiveIntentClassification (nl)": 34.66,
"MassiveIntentClassification (id)": 33.31,
"MassiveIntentClassification (ml)": 2.63,
"MassiveIntentClassification (ta)": 2.22,
"MassiveIntentClassification (my)": 3.57,
"MassiveIntentClassification (ur)": 3.36,
"MassiveIntentClassification (da)": 38.66,
"MassiveIntentClassification (zh-TW)": 5.29,
"MassiveIntentClassification (ro)": 37.45,
"MassiveIntentClassification (lv)": 23.92,
"MassiveIntentClassification (fr)": 40.29,
"MassiveIntentClassification (el)": 11.14,
"MassiveIntentClassification (sq)": 35.84,
"MassiveIntentClassification (hu)": 26.74,
"MassiveIntentClassification (ko)": 2.69,
"MassiveIntentClassification (ar)": 5.19,
"MassiveScenarioClassification (sw)": 25.61,
"MassiveScenarioClassification (az)": 24.48,
"MassiveScenarioClassification (tr)": 31.38,
"MassiveScenarioClassification (zh-CN)": 9.98,
"MassiveScenarioClassification (am)": 7.59,
"MassiveScenarioClassification (kn)": 8.73,
"MassiveScenarioClassification (hi)": 8.77,
"MassiveScenarioClassification (tl)": 35.12,
"MassiveScenarioClassification (th)": 8.69,
"MassiveScenarioClassification (sv)": 35.83,
"MassiveScenarioClassification (de)": 41.72,
"MassiveScenarioClassification (es)": 43.33,
"MassiveScenarioClassification (pt)": 44.62,
"MassiveScenarioClassification (ja)": 9.51,
"MassiveScenarioClassification (fi)": 33.79,
"MassiveScenarioClassification (ka)": 7.32,
"MassiveScenarioClassification (sl)": 37.6,
"MassiveScenarioClassification (ru)": 65.15,
"MassiveScenarioClassification (it)": 47.28,
"MassiveScenarioClassification (te)": 7.53,
"MassiveScenarioClassification (af)": 37.27,
"MassiveScenarioClassification (is)": 30.32,
"MassiveScenarioClassification (fa)": 6.83,
"MassiveScenarioClassification (vi)": 28.92,
"MassiveScenarioClassification (bn)": 8.57,
"MassiveScenarioClassification (hy)": 8.91,
"MassiveScenarioClassification (pl)": 33.75,
"MassiveScenarioClassification (cy)": 30.38,
"MassiveScenarioClassification (jv)": 33.94,
"MassiveScenarioClassification (mn)": 41.53,
"MassiveScenarioClassification (en)": 65.43,
"MassiveScenarioClassification (ms)": 36.28,
"MassiveScenarioClassification (nb)": 42.43,
"MassiveScenarioClassification (he)": 8.64,
"MassiveScenarioClassification (km)": 9.99,
"MassiveScenarioClassification (nl)": 41.47,
"MassiveScenarioClassification (id)": 39.05,
"MassiveScenarioClassification (ml)": 7.24,
"MassiveScenarioClassification (ta)": 7.71,
"MassiveScenarioClassification (my)": 9.94,
"MassiveScenarioClassification (ur)": 9.16,
"MassiveScenarioClassification (da)": 44.69,
"MassiveScenarioClassification (zh-TW)": 10.48,
"MassiveScenarioClassification (ro)": 44.55,
"MassiveScenarioClassification (lv)": 26.26,
"MassiveScenarioClassification (fr)": 45.08,
"MassiveScenarioClassification (el)": 19.46,
"MassiveScenarioClassification (sq)": 40.9,
"MassiveScenarioClassification (hu)": 33.92,
"MassiveScenarioClassification (ko)": 7.37,
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"RuReviewsClassification": 58.01,
"RuSciBenchGRNTIClassification": 52.8,
"RuSciBenchOECDClassification": 40.36
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"MLSUMClusteringS2S (ru)": 41.24,
"RuSciBenchGRNTIClusteringP2P": 47.48,
"RuSciBenchOECDClusteringP2P": 41.16
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"PairClassification": {
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"OpusparcusPC (ru)": 87.18,
"TERRa": 55.61
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{
"Model": "LaBSE-en-ru",
"OpusparcusPC (ru)": 87.18,
"TERRa": 55.61
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"Reranking": {
"map": [
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"Model": "LaBSE-en-ru",
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{
"Model": "LaBSE-en-ru",
"RuBQReranking": 54.83
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"STS": {
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"RuSTSBenchmarkSTS": 73.32,
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"STS22 (en)": 59.47,
"STS22 (pl-en)": 58.73,
"STS22 (es)": 60.85,
"STS22 (fr)": 74.98,
"STS22 (de-en)": 47.98,
"STS22 (de-fr)": 59.4,
"STS22 (de-pl)": 39.48,
"STS22 (pl)": 32.74,
"STS22 (tr)": 55.04,
"STS22 (es-en)": 70.8,
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"STS22 (it)": 68.58,
"STS22 (fr-pl)": 61.98,
"STS22 (es-it)": 66.83,
"STS22 (zh-en)": 24.98,
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"STS22 (zh)": 35.1,
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"LaBSE-ru-turbo": {
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"MassiveIntentClassification (ru)": 66.08,
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"RuReviewsClassification": 64.58,
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"RuSciBenchOECDClassification": 43.58
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"RuSciBenchGRNTIClusteringP2P": 50.64,
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{
"Model": "LaBSE-ru-turbo",
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"MassiveScenarioClassification (zh-CN)": 77.13,
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"TNews": 53.06,
"Waimai": 88.1
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"ThuNewsClusteringS2S": 63.75
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"Cmnli": 90.77,
"Ocnli": 85.44
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{
"Model": "OpenSearch-text-hybrid",
"Cmnli": 90.77,
"Ocnli": 85.44
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"Retrieval": {
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"CmedqaRetrieval": 46.56,
"CovidRetrieval": 84.03,
"DuRetrieval": 87.85,
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"T2Retrieval": 86.76,
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"SFR-Embedding-Mistral": {
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"BrightRetrieval (economics)": 17.84,
"BrightRetrieval (theoremqa_theorems)": 24.32,
"BrightRetrieval (aops)": 7.43,
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"BrightRetrieval (psychology)": 18.97,
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"BrightRetrieval (leetcode)": 27.35,
"BrightRetrieval (biology)": 19.49,
"BrightRetrieval (earth_science)": 26.63,
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"BrightRetrieval (earth_science)": 37.0,
"BrightRetrieval (biology)": 30.26,
"BrightRetrieval (stackoverflow)": 14.53,
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"BrightRetrieval (economics)": 24.27,
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"MassiveIntentClassification (ru)": 65.57,
"MassiveScenarioClassification (ru)": 68.33,
"RuReviewsClassification": 66.44,
"RuSciBenchGRNTIClassification": 55.55,
"RuSciBenchOECDClassification": 43.28
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"GeoreviewClusteringP2P": 64.16,
"MLSUMClusteringP2P (ru)": 48.09,
"MLSUMClusteringS2S (ru)": 45.73,
"RuSciBenchGRNTIClusteringP2P": 51.38,
"RuSciBenchOECDClusteringP2P": 44.73
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"OpusparcusPC (ru)": 91.65,
"TERRa": 60.02
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"Model": "USER-base",
"OpusparcusPC (ru)": 91.65,
"TERRa": 60.11
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"Reranking": {
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"MIRACLReranking (ru)": 46.75
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{
"Model": "USER-base",
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"Retrieval": {
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"STS": {
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"RuSTSBenchmarkSTS": 82.26,
"STS22 (ru)": 63.39,
"STSBenchmarkMultilingualSTS (ru)": 81.81
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"USER-bge-m3": {
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}
]
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"Classification": {
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"HeadlineClassification": 70.09,
"InappropriatenessClassification": 60.76,
"KinopoiskClassification": 63.33,
"MassiveIntentClassification (ru)": 68.85,
"MassiveScenarioClassification (ru)": 72.9,
"RuReviewsClassification": 68.52,
"RuSciBenchGRNTIClassification": 57.67,
"RuSciBenchOECDClassification": 44.2
}
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"Clustering": {
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"RuSciBenchGRNTIClusteringP2P": 53.11,
"RuSciBenchOECDClusteringP2P": 44.93
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"OpusparcusPC (ru)": 90.73,
"TERRa": 64.99
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"Model": "USER-bge-m3",
"OpusparcusPC (ru)": 90.73,
"TERRa": 65.07
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"Reranking": {
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"MIRACLReranking (ru)": 64.35
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{
"Model": "USER-bge-m3",
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"Retrieval": {
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"MIRACLRetrieval (ru)": 67.33,
"RiaNewsRetrieval": 83.53,
"RuBQRetrieval": 70.03
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"STS": {
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"RUParaPhraserSTS": 76.36,
"RuSTSBenchmarkSTS": 83.35,
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"STSBenchmarkMultilingualSTS (ru)": 82.96
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"all-MiniLM-L12-v2": {
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"BornholmBitextMining": 35.25,
"Tatoeba (tat-eng)": 0.75,
"Tatoeba (yid-eng)": 0.19,
"Tatoeba (tzl-eng)": 6.87,
"Tatoeba (ben-eng)": 0.02,
"Tatoeba (sqi-eng)": 5.86,
"Tatoeba (war-eng)": 6.18,
"Tatoeba (nld-eng)": 12.56,
"Tatoeba (ast-eng)": 9.99,
"Tatoeba (awa-eng)": 0.44,
"Tatoeba (jpn-eng)": 2.18,
"Tatoeba (kat-eng)": 0.45,
"Tatoeba (pes-eng)": 0.3,
"Tatoeba (fra-eng)": 17.53,
"Tatoeba (nds-eng)": 11.35,
"Tatoeba (gle-eng)": 3.08,
"Tatoeba (arz-eng)": 0.0,
"Tatoeba (srp-eng)": 2.22,
"Tatoeba (mhr-eng)": 0.0,
"Tatoeba (bos-eng)": 7.05,
"Tatoeba (heb-eng)": 0.3,
"Tatoeba (orv-eng)": 0.15,
"Tatoeba (kaz-eng)": 0.82,
"Tatoeba (eus-eng)": 6.58,
"Tatoeba (hsb-eng)": 2.89,
"Tatoeba (max-eng)": 8.4,
"Tatoeba (kab-eng)": 0.91,
"Tatoeba (hrv-eng)": 5.68,
"Tatoeba (deu-eng)": 13.89,
"Tatoeba (kor-eng)": 0.9,
"Tatoeba (slk-eng)": 4.2,
"Tatoeba (tur-eng)": 3.69,
"Tatoeba (ron-eng)": 8.77,
"Tatoeba (nno-eng)": 7.45,
"Tatoeba (ido-eng)": 11.08,
"Tatoeba (est-eng)": 2.6,
"Tatoeba (ceb-eng)": 3.95,
"Tatoeba (bre-eng)": 3.68,
"Tatoeba (lfn-eng)": 7.52,
"Tatoeba (ina-eng)": 25.36,
"Tatoeba (nov-eng)": 19.45,
"Tatoeba (slv-eng)": 4.52,
"Tatoeba (fry-eng)": 14.53,
"Tatoeba (cbk-eng)": 9.76,
"Tatoeba (lvs-eng)": 3.45,
"Tatoeba (yue-eng)": 1.89,
"Tatoeba (ces-eng)": 4.2,
"Tatoeba (afr-eng)": 7.59,
"Tatoeba (rus-eng)": 0.07,
"Tatoeba (amh-eng)": 0.01,
"Tatoeba (ang-eng)": 14.63,
"Tatoeba (cat-eng)": 11.79,
"Tatoeba (khm-eng)": 0.42,
"Tatoeba (pam-eng)": 4.73,
"Tatoeba (pms-eng)": 8.94,
"Tatoeba (gsw-eng)": 9.9,
"Tatoeba (swg-eng)": 11.9,
"Tatoeba (tel-eng)": 0.67,
"Tatoeba (nob-eng)": 8.02,
"Tatoeba (uig-eng)": 0.4,
"Tatoeba (bel-eng)": 0.85,
"Tatoeba (lit-eng)": 1.56,
"Tatoeba (isl-eng)": 3.44,
"Tatoeba (swh-eng)": 5.82,
"Tatoeba (tha-eng)": 0.67,
"Tatoeba (mon-eng)": 0.06,
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"STSBenchmarkMultilingualSTS (ru)": 56.09,
"STSBenchmarkMultilingualSTS (de)": 63.28,
"STSBenchmarkMultilingualSTS (pl)": 60.2
},
{
"Model": "all-MiniLM-L12-v2",
"STS17 (ar-ar)": 58.71,
"STS17 (en-ar)": 0.54,
"STS17 (en-de)": 27.54,
"STS17 (en-en)": 88.63,
"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 (en)": 65.67,
"STS22 (es)": 43.98,
"STS22 (es-en)": 53.99,
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"STS22 (it)": 47.48,
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"STS22 (pl-en)": 42.67,
"STS22 (ru)": 11.19,
"STS22 (tr)": 21.6,
"STS22 (zh)": 33.15,
"STS22 (zh-en)": 44.39
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "all-MiniLM-L12-v2",
"SummEval": 27.9,
"SummEvalFr": 26.63
},
{
"Model": "all-MiniLM-L12-v2",
"SummEval": 27.9,
"SummEvalFr": 26.63
}
]
},
"MultilabelClassification": {
"accuracy": [
{
"Model": "all-MiniLM-L12-v2",
"CEDRClassification": 33.86,
"SensitiveTopicsClassification": 18.05
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
"Model": "all-MiniLM-L12-v2",
"Core17InstructionRetrieval": 1.69,
"News21InstructionRetrieval": -0.35,
"Robust04InstructionRetrieval": -3.59
}
]
}
},
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"Tatoeba (ell-eng)": 0.1,
"Tatoeba (heb-eng)": 0.22,
"Tatoeba (mon-eng)": 0.38,
"Tatoeba (lat-eng)": 5.04,
"Tatoeba (csb-eng)": 3.78,
"Tatoeba (dsb-eng)": 2.9,
"Tatoeba (tel-eng)": 0.46,
"Tatoeba (ara-eng)": 0.0,
"Tatoeba (lfn-eng)": 4.55,
"Tatoeba (bul-eng)": 0.21,
"Tatoeba (kur-eng)": 5.21,
"Tatoeba (fao-eng)": 5.33,
"Tatoeba (kat-eng)": 0.3,
"Tatoeba (hsb-eng)": 2.65,
"Tatoeba (tam-eng)": 0.33,
"Tatoeba (vie-eng)": 3.07,
"Tatoeba (pes-eng)": 0.0,
"Tatoeba (slk-eng)": 3.27,
"Tatoeba (bos-eng)": 5.58,
"Tatoeba (ukr-eng)": 0.3,
"Tatoeba (gsw-eng)": 11.33,
"Tatoeba (bre-eng)": 3.22,
"Tatoeba (uig-eng)": 0.2,
"Tatoeba (cbk-eng)": 7.04,
"Tatoeba (ile-eng)": 13.54,
"Tatoeba (lit-eng)": 0.92,
"Tatoeba (mar-eng)": 0.0,
"Tatoeba (tha-eng)": 0.3,
"Tatoeba (mhr-eng)": 0.0,
"Tatoeba (max-eng)": 6.93,
"Tatoeba (yid-eng)": 0.14,
"Tatoeba (khm-eng)": 0.42,
"Tatoeba (ina-eng)": 17.63,
"Tatoeba (ita-eng)": 9.9,
"Tatoeba (bel-eng)": 0.5,
"Tatoeba (srp-eng)": 1.28,
"Tatoeba (pol-eng)": 2.58,
"Tatoeba (slv-eng)": 3.25,
"Tatoeba (tzl-eng)": 4.58,
"Tatoeba (uzb-eng)": 2.34,
"Tatoeba (ido-eng)": 7.48,
"Tatoeba (rus-eng)": 0.07,
"Tatoeba (cha-eng)": 13.29,
"Tatoeba (wuu-eng)": 0.6,
"Tatoeba (urd-eng)": 0.1,
"Tatoeba (hye-eng)": 0.41,
"Tatoeba (ber-eng)": 4.69,
"Tatoeba (por-eng)": 8.29,
"Tatoeba (nov-eng)": 13.97,
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"Tatoeba (fra-eng)": 8.17,
"Tatoeba (hin-eng)": 0.0,
"Tatoeba (nds-eng)": 9.56,
"Tatoeba (tat-eng)": 0.44,
"Tatoeba (kab-eng)": 0.96,
"Tatoeba (jpn-eng)": 0.97,
"Tatoeba (mkd-eng)": 0.0,
"Tatoeba (yue-eng)": 0.86,
"Tatoeba (dtp-eng)": 1.88,
"Tatoeba (xho-eng)": 4.01,
"Tatoeba (ind-eng)": 3.86,
"Tatoeba (glg-eng)": 9.31,
"Tatoeba (zsm-eng)": 4.24,
"Tatoeba (swh-eng)": 5.8,
"Tatoeba (ast-eng)": 6.84,
"Tatoeba (spa-eng)": 5.63,
"Tatoeba (cat-eng)": 6.93,
"Tatoeba (pms-eng)": 7.62,
"Tatoeba (pam-eng)": 3.54,
"Tatoeba (kaz-eng)": 0.42,
"Tatoeba (hrv-eng)": 3.83,
"Tatoeba (epo-eng)": 5.46,
"Tatoeba (orv-eng)": 0.0,
"Tatoeba (swg-eng)": 8.92,
"Tatoeba (kzj-eng)": 2.78,
"Tatoeba (ang-eng)": 15.64,
"Tatoeba (cmn-eng)": 1.92,
"Tatoeba (nob-eng)": 4.34,
"Tatoeba (lvs-eng)": 2.61,
"Tatoeba (dan-eng)": 7.84,
"Tatoeba (aze-eng)": 1.04,
"Tatoeba (tur-eng)": 3.59,
"Tatoeba (sqi-eng)": 3.58,
"Tatoeba (hun-eng)": 3.56,
"Tatoeba (awa-eng)": 0.51,
"Tatoeba (afr-eng)": 5.89,
"Tatoeba (tuk-eng)": 3.52,
"Tatoeba (est-eng)": 2.36,
"Tatoeba (fry-eng)": 11.22,
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"Tatoeba (ceb-eng)": 3.39,
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"Tatoeba (ron-eng)": 6.82,
"Tatoeba (oci-eng)": 6.55,
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"Tatoeba (arq-eng)": 0.11,
"Tatoeba (swe-eng)": 6.06,
"Tatoeba (nno-eng)": 5.38,
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"Tatoeba (kor-eng)": 0.45,
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"Tatoeba (fin-eng)": 2.79,
"Tatoeba (ces-eng)": 3.04,
"Tatoeba (deu-eng)": 7.89,
"Tatoeba (cym-eng)": 6.09,
"Tatoeba (war-eng)": 4.94,
"Tatoeba (isl-eng)": 2.37,
"Tatoeba (nld-eng)": 10.16,
"Tatoeba (tgl-eng)": 2.69,
"Tatoeba (jav-eng)": 3.37
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]
},
"Classification": {
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"AmazonCounterfactualClassification (en)": 63.64,
"AmazonCounterfactualClassification (en-ext)": 65.59,
"AmazonCounterfactualClassification (de)": 57.82,
"AmazonCounterfactualClassification (ja)": 60.9,
"AmazonPolarityClassification": 64.26,
"AmazonReviewsClassification (en)": 30.85,
"AmazonReviewsClassification (de)": 26.44,
"AmazonReviewsClassification (es)": 27.35,
"AmazonReviewsClassification (fr)": 26.88,
"AmazonReviewsClassification (ja)": 23.78,
"AmazonReviewsClassification (zh)": 23.67,
"AngryTweetsClassification": 42.48,
"Banking77Classification": 80.04,
"CBD": 50.9,
"DKHateClassification": 55.05,
"DanishPoliticalCommentsClassification": 26.7,
"EmotionClassification": 40.83,
"GeoreviewClassification": 27.08,
"HeadlineClassification": 27.77,
"IFlyTek": 16.09,
"ImdbClassification": 61.76,
"InappropriatenessClassification": 51.73,
"JDReview": 59.98,
"KinopoiskClassification": 33.93,
"LccSentimentClassification": 38.53,
"MTOPDomainClassification (en)": 91.68,
"MTOPDomainClassification (de)": 70.47,
"MTOPDomainClassification (es)": 72.99,
"MTOPDomainClassification (fr)": 75.1,
"MTOPDomainClassification (hi)": 40.74,
"MTOPDomainClassification (th)": 15.66,
"MTOPIntentClassification (en)": 61.55,
"MTOPIntentClassification (de)": 45.7,
"MTOPIntentClassification (es)": 44.19,
"MTOPIntentClassification (fr)": 39.67,
"MTOPIntentClassification (hi)": 18.69,
"MTOPIntentClassification (th)": 5.03,
"MasakhaNEWSClassification (fra)": 68.84,
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"MasakhaNEWSClassification (eng)": 77.11,
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"MasakhaNEWSClassification (ibo)": 52.15,
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"MasakhaNEWSClassification (xho)": 54.14,
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"MassiveIntentClassification (en)": 66.94,
"MassiveIntentClassification (da)": 41.0,
"MassiveIntentClassification (nb)": 39.36,
"MassiveIntentClassification (sv)": 38.09,
"MassiveIntentClassification (mn)": 20.35,
"MassiveIntentClassification (ta)": 11.31,
"MassiveIntentClassification (ru)": 27.58,
"MassiveIntentClassification (fi)": 38.37,
"MassiveIntentClassification (el)": 24.19,
"MassiveIntentClassification (hi)": 17.7,
"MassiveIntentClassification (fr)": 42.55,
"MassiveIntentClassification (pt)": 43.76,
"MassiveIntentClassification (ml)": 2.89,
"MassiveIntentClassification (zh-TW)": 22.56,
"MassiveIntentClassification (vi)": 37.09,
"MassiveIntentClassification (is)": 29.95,
"MassiveIntentClassification (id)": 39.02,
"MassiveIntentClassification (jv)": 35.91,
"MassiveIntentClassification (ka)": 9.07,
"MassiveIntentClassification (tr)": 33.76,
"MassiveIntentClassification (he)": 22.48,
"MassiveIntentClassification (lv)": 36.97,
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"MassiveIntentClassification (af)": 37.45,
"MassiveIntentClassification (sw)": 34.98,
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"MassiveIntentClassification (sq)": 40.7,
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"MassiveIntentClassification (az)": 30.63,
"MassiveIntentClassification (ar)": 19.05,
"MassiveIntentClassification (de)": 43.44,
"MassiveIntentClassification (th)": 11.26,
"MassiveIntentClassification (cy)": 34.54,
"MassiveIntentClassification (ko)": 16.05,
"MassiveIntentClassification (kn)": 3.14,
"MassiveIntentClassification (my)": 4.24,
"MassiveIntentClassification (zh-CN)": 24.4,
"MassiveIntentClassification (ro)": 40.54,
"MassiveIntentClassification (ja)": 31.87,
"MassiveIntentClassification (nl)": 40.2,
"MassiveIntentClassification (it)": 41.59,
"MassiveIntentClassification (ur)": 14.42,
"MassiveIntentClassification (am)": 2.62,
"MassiveIntentClassification (hu)": 35.69,
"MassiveIntentClassification (ms)": 35.07,
"MassiveIntentClassification (pl)": 36.07,
"MassiveIntentClassification (hy)": 7.62,
"MassiveIntentClassification (tl)": 37.92,
"MassiveIntentClassification (sl)": 36.7,
"MassiveIntentClassification (km)": 4.91,
"MassiveIntentClassification (es)": 39.88,
"MassiveScenarioClassification (en)": 73.81,
"MassiveScenarioClassification (da)": 47.02,
"MassiveScenarioClassification (nb)": 44.67,
"MassiveScenarioClassification (sv)": 42.95,
"MassiveScenarioClassification (ka)": 14.92,
"MassiveScenarioClassification (tr)": 38.85,
"MassiveScenarioClassification (es)": 49.0,
"MassiveScenarioClassification (it)": 49.8,
"MassiveScenarioClassification (ta)": 17.37,
"MassiveScenarioClassification (sl)": 41.9,
"MassiveScenarioClassification (ar)": 25.99,
"MassiveScenarioClassification (he)": 24.01,
"MassiveScenarioClassification (is)": 36.12,
"MassiveScenarioClassification (cy)": 39.0,
"MassiveScenarioClassification (nl)": 48.43,
"MassiveScenarioClassification (ja)": 37.3,
"MassiveScenarioClassification (ml)": 7.67,
"MassiveScenarioClassification (kn)": 7.85,
"MassiveScenarioClassification (my)": 10.61,
"MassiveScenarioClassification (ms)": 43.67,
"MassiveScenarioClassification (mn)": 25.47,
"MassiveScenarioClassification (el)": 31.3,
"MassiveScenarioClassification (hi)": 23.71,
"MassiveScenarioClassification (hy)": 13.03,
"MassiveScenarioClassification (ro)": 48.23,
"MassiveScenarioClassification (hu)": 41.61,
"MassiveScenarioClassification (id)": 43.46,
"MassiveScenarioClassification (jv)": 43.59,
"MassiveScenarioClassification (km)": 9.25,
"MassiveScenarioClassification (zh-TW)": 31.18,
"MassiveScenarioClassification (vi)": 40.47,
"MassiveScenarioClassification (af)": 43.87,
"MassiveScenarioClassification (fr)": 51.14,
"MassiveScenarioClassification (am)": 7.57,
"MassiveScenarioClassification (fa)": 23.97,
"MassiveScenarioClassification (ko)": 20.3,
"MassiveScenarioClassification (tl)": 45.69,
"MassiveScenarioClassification (lv)": 40.43,
"MassiveScenarioClassification (sq)": 47.21,
"MassiveScenarioClassification (th)": 19.5,
"MassiveScenarioClassification (az)": 35.59,
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"MassiveScenarioClassification (pl)": 43.82,
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"MassiveScenarioClassification (ru)": 30.46,
"MassiveScenarioClassification (bn)": 20.56,
"MassiveScenarioClassification (fi)": 42.38,
"MassiveScenarioClassification (pt)": 50.72,
"MassiveScenarioClassification (zh-CN)": 33.65,
"MassiveScenarioClassification (ur)": 23.73,
"MassiveScenarioClassification (de)": 51.47,
"MultilingualSentiment": 41.28,
"NoRecClassification": 37.93,
"NordicLangClassification": 54.7,
"NorwegianParliament": 54.8,
"OnlineShopping": 57.74,
"PAC": 59.78,
"PolEmo2.0-IN": 40.29,
"PolEmo2.0-OUT": 25.0,
"RuReviewsClassification": 41.79,
"RuSciBenchGRNTIClassification": 10.08,
"RuSciBenchOECDClassification": 8.3,
"ScalaDaClassification": 50.03,
"ScalaNbClassification": 50.17,
"TNews": 20.12,
"ToxicConversationsClassification": 62.09,
"TweetSentimentExtractionClassification": 54.04,
"Waimai": 62.72
}
]
},
"Clustering": {
"v_measure": [
{
"Model": "all-MiniLM-L6-v2",
"AlloProfClusteringP2P": 51.83,
"AlloProfClusteringS2S": 32.07,
"ArxivClusteringP2P": 46.55,
"ArxivClusteringS2S": 37.86,
"BiorxivClusteringP2P": 38.37,
"BiorxivClusteringS2S": 32.88,
"GeoreviewClusteringP2P": 20.25,
"HALClusteringS2S": 18.84,
"MLSUMClusteringP2P": 36.74,
"MLSUMClusteringP2P (ru)": 23.91,
"MLSUMClusteringS2S": 28.12,
"MLSUMClusteringS2S (ru)": 19.07,
"MasakhaNEWSClusteringP2P (fra)": 34.92,
"MasakhaNEWSClusteringP2P (amh)": 43.85,
"MasakhaNEWSClusteringP2P (eng)": 48.88,
"MasakhaNEWSClusteringP2P (hau)": 24.77,
"MasakhaNEWSClusteringP2P (ibo)": 45.94,
"MasakhaNEWSClusteringP2P (lin)": 69.56,
"MasakhaNEWSClusteringP2P (lug)": 49.4,
"MasakhaNEWSClusteringP2P (orm)": 25.34,
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"MasakhaNEWSClusteringP2P (swa)": 21.87,
"MasakhaNEWSClusteringP2P (tir)": 42.93,
"MasakhaNEWSClusteringP2P (xho)": 28.58,
"MasakhaNEWSClusteringP2P (yor)": 31.45,
"MasakhaNEWSClusteringS2S (fra)": 40.58,
"MasakhaNEWSClusteringS2S (amh)": 45.44,
"MasakhaNEWSClusteringS2S (eng)": 41.09,
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"MasakhaNEWSClusteringS2S (ibo)": 37.02,
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"MasakhaNEWSClusteringS2S (yor)": 31.04,
"MedrxivClusteringP2P": 34.39,
"MedrxivClusteringS2S": 31.86,
"RedditClustering": 50.7,
"RedditClusteringP2P": 54.8,
"RuSciBenchGRNTIClusteringP2P": 10.21,
"RuSciBenchOECDClusteringP2P": 9.44,
"StackExchangeClustering": 53.14,
"StackExchangeClusteringP2P": 34.26,
"TwentyNewsgroupsClustering": 46.49
}
]
},
"PairClassification": {
"max_ap": [
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"Model": "all-MiniLM-L6-v2",
"CDSC-E": 47.27,
"OpusparcusPC (de)": 89.91,
"OpusparcusPC (en)": 97.46,
"OpusparcusPC (fi)": 85.44,
"OpusparcusPC (fr)": 86.53,
"OpusparcusPC (ru)": 79.28,
"OpusparcusPC (sv)": 83.78,
"PSC": 81.87,
"PawsXPairClassification (de)": 51.22,
"PawsXPairClassification (en)": 59.1,
"PawsXPairClassification (es)": 52.21,
"PawsXPairClassification (fr)": 55.41,
"PawsXPairClassification (ja)": 48.97,
"PawsXPairClassification (ko)": 50.53,
"PawsXPairClassification (zh)": 53.11,
"SICK-E-PL": 47.32,
"SprintDuplicateQuestions": 94.55,
"TERRa": 45.03,
"TwitterSemEval2015": 67.86,
"TwitterURLCorpus": 84.7
},
{
"Model": "all-MiniLM-L6-v2",
"CDSC-E": 47.27,
"OpusparcusPC (fr)": 86.53,
"OpusparcusPC (de)": 89.91,
"OpusparcusPC (en)": 97.46,
"OpusparcusPC (fi)": 85.44,
"OpusparcusPC (ru)": 79.28,
"OpusparcusPC (sv)": 83.78,
"PSC": 81.87,
"PawsXPairClassification (fr)": 55.52,
"PawsXPairClassification (de)": 51.55,
"PawsXPairClassification (en)": 59.1,
"PawsXPairClassification (es)": 52.23,
"PawsXPairClassification (ja)": 49.19,
"PawsXPairClassification (ko)": 50.59,
"PawsXPairClassification (zh)": 53.18,
"SICK-E-PL": 47.39,
"SprintDuplicateQuestions": 94.55,
"TERRa": 45.03,
"TwitterSemEval2015": 67.86,
"TwitterURLCorpus": 84.7
},
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"Model": "all-MiniLM-L6-v2",
"OpusparcusPC (fr)": 86.53,
"PawsXPairClassification (fr)": 55.4,
"SprintDuplicateQuestions": 94.55,
"TwitterSemEval2015": 67.86,
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}
]
},
"Reranking": {
"map": [
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"AlloprofReranking": 62.62,
"AskUbuntuDupQuestions": 63.48,
"MMarcoReranking": 4.74,
"MindSmallReranking": 30.8,
"RuBQReranking": 27.05,
"SciDocsRR": 87.12,
"StackOverflowDupQuestions": 50.77,
"SyntecReranking": 67.31,
"T2Reranking": 56.26
}
]
},
"Retrieval": {
"ndcg_at_10": [
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"AILACasedocs": 19.72,
"AILAStatutes": 20.52,
"ARCChallenge": 9.48,
"AlloprofRetrieval": 28.41,
"AlphaNLI": 28.19,
"AppsRetrieval": 6.6,
"ArguAna": 50.17,
"ArguAna-PL": 11.5,
"BSARDRetrieval": 4.8,
"CQADupstackRetrieval": 41.32,
"ClimateFEVER": 20.27,
"CmedqaRetrieval": 2.03,
"CodeFeedbackMT": 35.62,
"CodeFeedbackST": 65.99,
"CodeSearchNetCCRetrieval (python)": 71.29,
"CodeSearchNetCCRetrieval (javascript)": 66.75,
"CodeSearchNetCCRetrieval (go)": 60.0,
"CodeSearchNetCCRetrieval (ruby)": 69.32,
"CodeSearchNetCCRetrieval (java)": 66.32,
"CodeSearchNetCCRetrieval (php)": 58.42,
"CodeSearchNetRetrieval (python)": 79.28,
"CodeSearchNetRetrieval (javascript)": 63.62,
"CodeSearchNetRetrieval (go)": 79.84,
"CodeSearchNetRetrieval (ruby)": 72.84,
"CodeSearchNetRetrieval (java)": 51.65,
"CodeSearchNetRetrieval (php)": 70.82,
"CodeTransOceanContest": 61.78,
"CodeTransOceanDL": 27.94,
"CosQA": 33.02,
"CovidRetrieval": 0.8,
"DBPedia": 32.33,
"DuRetrieval": 3.03,
"EcomRetrieval": 3.7,
"FEVER": 51.93,
"FiQA-PL": 2.29,
"FiQA2018": 36.87,
"GerDaLIRSmall": 2.41,
"HellaSwag": 24.21,
"HotpotQA": 46.51,
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"StackExchangeClustering": 63.15,
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"MassiveIntentClassification (pt)": 58.63,
"MassiveIntentClassification (ro)": 50.63,
"MassiveIntentClassification (ru)": 57.96,
"MassiveIntentClassification (sl)": 50.66,
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"MassiveIntentClassification (vi)": 45.25,
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"MassiveScenarioClassification (da)": 62.55,
"MassiveScenarioClassification (de)": 61.4,
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"MassiveScenarioClassification (en)": 74.0,
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"MassiveScenarioClassification (id)": 65.25,
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"MassiveScenarioClassification (zh-CN)": 66.44,
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"PolEmo2.0-IN": 48.84,
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"Tatoeba (afr-eng)": 33.47,
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"Tatoeba (ast-eng)": 51.74,
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"Tatoeba (fry-eng)": 32.92,
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"Tatoeba (ina-eng)": 72.28,
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"Tatoeba (jav-eng)": 8.66,
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"Tatoeba (kor-eng)": 1.87,
"Tatoeba (kur-eng)": 10.91,
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"Tatoeba (lfn-eng)": 43.49,
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"Tatoeba (lvs-eng)": 7.04,
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"Tatoeba (max-eng)": 18.99,
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"Banking77Classification": 82.22,
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"ImdbClassification": 68.15,
"MTOPDomainClassification (de)": 85.42,
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"MTOPDomainClassification (hi)": 21.74,
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"MTOPIntentClassification (de)": 55.75,
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"MTOPIntentClassification (fr)": 51.07,
"MTOPIntentClassification (hi)": 3.19,
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"MassiveIntentClassification (af)": 42.6,
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"MassiveIntentClassification (az)": 35.05,
"MassiveIntentClassification (bn)": 2.84,
"MassiveIntentClassification (cy)": 36.19,
"MassiveIntentClassification (da)": 48.42,
"MassiveIntentClassification (de)": 55.49,
"MassiveIntentClassification (el)": 10.14,
"MassiveIntentClassification (en)": 70.23,
"MassiveIntentClassification (es)": 56.72,
"MassiveIntentClassification (fa)": 3.54,
"MassiveIntentClassification (fi)": 37.13,
"MassiveIntentClassification (fr)": 57.67,
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"MassiveIntentClassification (hu)": 34.22,
"MassiveIntentClassification (hy)": 3.01,
"MassiveIntentClassification (id)": 46.54,
"MassiveIntentClassification (is)": 34.77,
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"MassiveIntentClassification (jv)": 36.97,
"MassiveIntentClassification (ka)": 2.72,
"MassiveIntentClassification (km)": 5.35,
"MassiveIntentClassification (kn)": 3.17,
"MassiveIntentClassification (ko)": 2.64,
"MassiveIntentClassification (lv)": 36.32,
"MassiveIntentClassification (ml)": 3.18,
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"MassiveIntentClassification (ms)": 42.87,
"MassiveIntentClassification (my)": 4.04,
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"MassiveIntentClassification (nl)": 49.53,
"MassiveIntentClassification (pl)": 42.64,
"MassiveIntentClassification (pt)": 57.03,
"MassiveIntentClassification (ro)": 49.95,
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"MassiveIntentClassification (sl)": 39.44,
"MassiveIntentClassification (sq)": 41.78,
"MassiveIntentClassification (sv)": 47.95,
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"MassiveIntentClassification (ta)": 2.32,
"MassiveIntentClassification (te)": 2.2,
"MassiveIntentClassification (th)": 3.74,
"MassiveIntentClassification (tl)": 43.12,
"MassiveIntentClassification (tr)": 35.24,
"MassiveIntentClassification (ur)": 3.0,
"MassiveIntentClassification (vi)": 30.01,
"MassiveIntentClassification (zh-CN)": 1.72,
"MassiveIntentClassification (zh-TW)": 3.35,
"MassiveScenarioClassification (af)": 52.54,
"MassiveScenarioClassification (am)": 6.3,
"MassiveScenarioClassification (ar)": 11.96,
"MassiveScenarioClassification (az)": 40.17,
"MassiveScenarioClassification (bn)": 8.29,
"MassiveScenarioClassification (cy)": 42.24,
"MassiveScenarioClassification (da)": 57.28,
"MassiveScenarioClassification (de)": 68.09,
"MassiveScenarioClassification (el)": 16.66,
"MassiveScenarioClassification (en)": 75.94,
"MassiveScenarioClassification (es)": 64.32,
"MassiveScenarioClassification (fa)": 6.9,
"MassiveScenarioClassification (fi)": 43.96,
"MassiveScenarioClassification (fr)": 66.72,
"MassiveScenarioClassification (he)": 7.51,
"MassiveScenarioClassification (hi)": 7.82,
"MassiveScenarioClassification (hu)": 42.16,
"MassiveScenarioClassification (hy)": 9.33,
"MassiveScenarioClassification (id)": 53.54,
"MassiveScenarioClassification (is)": 42.84,
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"MassiveScenarioClassification (jv)": 43.13,
"MassiveScenarioClassification (ka)": 7.63,
"MassiveScenarioClassification (km)": 9.08,
"MassiveScenarioClassification (kn)": 8.1,
"MassiveScenarioClassification (ko)": 6.35,
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"MassiveScenarioClassification (ml)": 7.65,
"MassiveScenarioClassification (mn)": 27.98,
"MassiveScenarioClassification (ms)": 52.41,
"MassiveScenarioClassification (my)": 9.21,
"MassiveScenarioClassification (nb)": 54.44,
"MassiveScenarioClassification (nl)": 60.35,
"MassiveScenarioClassification (pl)": 49.97,
"MassiveScenarioClassification (pt)": 62.78,
"MassiveScenarioClassification (ro)": 59.62,
"MassiveScenarioClassification (ru)": 43.44,
"MassiveScenarioClassification (sl)": 44.79,
"MassiveScenarioClassification (sq)": 50.84,
"MassiveScenarioClassification (sv)": 58.21,
"MassiveScenarioClassification (sw)": 44.63,
"MassiveScenarioClassification (ta)": 7.95,
"MassiveScenarioClassification (te)": 7.5,
"MassiveScenarioClassification (th)": 8.79,
"MassiveScenarioClassification (tl)": 53.54,
"MassiveScenarioClassification (tr)": 42.47,
"MassiveScenarioClassification (ur)": 9.58,
"MassiveScenarioClassification (vi)": 34.68,
"MassiveScenarioClassification (zh-CN)": 5.21,
"MassiveScenarioClassification (zh-TW)": 8.77,
"ToxicConversationsClassification": 67.56,
"TweetSentimentExtractionClassification": 54.77
}
]
},
"Clustering": {
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{
"Model": "gtr-t5-xl",
"ArxivClusteringP2P": 37.9,
"ArxivClusteringS2S": 30.45,
"BiorxivClusteringP2P": 30.52,
"BiorxivClusteringS2S": 26.06,
"MedrxivClusteringP2P": 28.69,
"MedrxivClusteringS2S": 26.69,
"RedditClustering": 61.34,
"RedditClusteringP2P": 61.11,
"StackExchangeClustering": 69.95,
"StackExchangeClusteringP2P": 32.73,
"TwentyNewsgroupsClustering": 51.15
}
]
},
"PairClassification": {
"max_ap": [
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"Model": "gtr-t5-xl",
"SprintDuplicateQuestions": 95.45,
"TwitterSemEval2015": 77.81,
"TwitterURLCorpus": 85.14
},
{
"Model": "gtr-t5-xl",
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"TwitterSemEval2015": 77.81,
"TwitterURLCorpus": 85.14
}
]
},
"Reranking": {
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"AskUbuntuDupQuestions": 63.08,
"MindSmallReranking": 31.5,
"SciDocsRR": 76.49,
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"Retrieval": {
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"ArguAna": 52.81,
"CQADupstackRetrieval": 37.35,
"ClimateFEVER": 27.01,
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"FEVER": 72.18,
"FiQA2018": 44.19,
"HotpotQA": 58.91,
"MSMARCO": 43.52,
"NFCorpus": 33.34,
"NQ": 56.16,
"QuoraRetrieval": 88.91,
"SCIDOCS": 15.71,
"SciFact": 64.2,
"TRECCOVID": 60.09,
"Touche2020": 25.26
}
]
},
"STS": {
"cosine_spearman": [
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"Model": "gtr-t5-xl",
"BIOSSES": 78.94,
"SICK-R": 73.63,
"STS12": 69.11,
"STS13": 81.82,
"STS14": 77.07,
"STS15": 86.01,
"STS16": 82.23,
"STS17 (ar-ar)": 9.06,
"STS17 (en-ar)": -3.22,
"STS17 (en-de)": 70.38,
"STS17 (en-en)": 84.9,
"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 (en)": 66.61,
"STS22 (es)": 59.14,
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"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,
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"STS22 (tr)": 55.79,
"STS22 (zh)": 31.16,
"STS22 (zh-en)": 28.85,
"STSBenchmark": 77.65
}
]
},
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"Model": "gtr-t5-xl",
"SummEval": 30.21
}
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"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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"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
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]
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"PairClassification": {
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"Model": "gtr-t5-xxl",
"SprintDuplicateQuestions": 95.68,
"TwitterSemEval2015": 77.54,
"TwitterURLCorpus": 85.13
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{
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"Reranking": {
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"SICK-R": 74.29,
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"STS14": 78.24,
"STS15": 86.26,
"STS16": 81.61,
"STS17 (en-en)": 85.18,
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"STSBenchmark": 77.73
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]
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{
"Model": "gtr-t5-xxl",
"SummEval": 30.64
}
]
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"MultilabelClassification": {
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"herbert-base-retrieval-v2": {
"BitextMining": {
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},
"Classification": {
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"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
}
]
},
"Clustering": {
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"8TagsClustering": 28.15
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"PairClassification": {
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"Model": "herbert-base-retrieval-v2",
"CDSC-E": 63.31,
"PPC": 84.18,
"PSC": 98.87,
"SICK-E-PL": 54.93
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{
"Model": "herbert-base-retrieval-v2",
"CDSC-E": 63.61,
"PPC": 84.37,
"PSC": 98.98,
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"Reranking": {
"map": []
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"Retrieval": {
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"Model": "herbert-base-retrieval-v2",
"ArguAna-PL": 41.97,
"DBPedia-PL": 24.07,
"FiQA-PL": 24.25,
"HotpotQA-PL": 43.41,
"MSMARCO-PL": 51.56,
"NFCorpus-PL": 25.95,
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"Quora-PL": 78.86,
"SCIDOCS-PL": 11.0,
"SciFact-PL": 51.92,
"TRECCOVID-PL": 42.64
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]
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"STS": {
"cosine_spearman": [
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"Model": "herbert-base-retrieval-v2",
"CDSC-R": 86.18,
"SICK-R-PL": 64.67,
"STS22 (pl)": 39.73
}
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"Summarization": {
"cosine_spearman": []
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"MultilabelClassification": {
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"Clustering": {
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"PairClassification": {
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"Reranking": {
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"STS": {
"cosine_spearman": []
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"Summarization": {
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"MultilabelClassification": {
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"Core17InstructionRetrieval": -1.09,
"News21InstructionRetrieval": -1.78,
"Robust04InstructionRetrieval": -10.42
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]
}
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"Classification": {
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"Clustering": {
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"PairClassification": {
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"Reranking": {
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"Retrieval": {
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"BrightRetrieval (pony)": 1.32,
"BrightRetrieval (sustainable_living)": 13.16,
"BrightRetrieval (aops)": 7.94,
"BrightRetrieval (biology)": 15.61,
"BrightRetrieval (stackoverflow)": 11.21,
"BrightRetrieval (theoremqa_theorems)": 8.27,
"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
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"MasakhaNEWSClusteringS2S (amh)": 49.38,
"MasakhaNEWSClusteringS2S (eng)": 45.76,
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"MedrxivClusteringP2P": 30.6,
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"RedditClustering": 43.15,
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"RuSciBenchGRNTIClusteringP2P": 51.56,
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"StackExchangeClustering": 55.31,
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"ThuNewsClusteringP2P": 40.98,
"ThuNewsClusteringS2S": 52.36,
"TwentyNewsgroupsClustering": 35.55
}
]
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"Model": "multilingual-e5-base",
"CDSC-E": 72.67,
"Cmnli": 74.51,
"Ocnli": 59.63,
"OpusparcusPC (fr)": 92.72,
"PPC": 88.01,
"PSC": 99.14,
"PawsXPairClassification (fr)": 56.93,
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"Model": "multilingual-e5-base",
"CDSC-E": 72.7,
"Cmnli": 74.98,
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"OpusparcusPC (fr)": 92.12,
"OpusparcusPC (de)": 95.83,
"OpusparcusPC (en)": 98.71,
"OpusparcusPC (fi)": 90.3,
"OpusparcusPC (ru)": 86.82,
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"PawsXPairClassification (fr)": 56.07,
"PawsXPairClassification (de)": 54.26,
"PawsXPairClassification (en)": 55.79,
"PawsXPairClassification (es)": 54.13,
"PawsXPairClassification (ja)": 49.15,
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"PawsXPairClassification (zh)": 55.13,
"SICK-E-PL": 68.76,
"SprintDuplicateQuestions": 93.02,
"TERRa": 54.98,
"TwitterSemEval2015": 72.21,
"TwitterURLCorpus": 85.48
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"Model": "multilingual-e5-base",
"CDSC-E": 72.7,
"OpusparcusPC (de)": 95.83,
"OpusparcusPC (en)": 98.71,
"OpusparcusPC (fi)": 90.3,
"OpusparcusPC (fr)": 92.12,
"OpusparcusPC (ru)": 86.82,
"OpusparcusPC (sv)": 93.05,
"PSC": 99.14,
"PawsXPairClassification (de)": 54.11,
"PawsXPairClassification (en)": 55.79,
"PawsXPairClassification (es)": 54.13,
"PawsXPairClassification (fr)": 56.01,
"PawsXPairClassification (ja)": 49.02,
"PawsXPairClassification (ko)": 51.01,
"PawsXPairClassification (zh)": 55.13,
"SICK-E-PL": 68.76,
"SprintDuplicateQuestions": 93.02,
"TERRa": 54.96,
"TwitterSemEval2015": 72.21,
"TwitterURLCorpus": 85.48
}
]
},
"Reranking": {
"map": [
{
"Model": "multilingual-e5-base",
"AlloprofReranking": 65.9,
"AskUbuntuDupQuestions": 59.28,
"CMedQAv1": 65.21,
"CMedQAv2": 66.06,
"MMarcoReranking": 30.52,
"MindSmallReranking": 29.28,
"RuBQReranking": 72.01,
"SciDocsRR": 81.81,
"StackOverflowDupQuestions": 49.75,
"SyntecReranking": 85.31,
"T2Reranking": 64.86
},
{
"Model": "multilingual-e5-base",
"MIRACLReranking (ru)": 60.47
}
]
},
"Retrieval": {
"ndcg_at_10": [
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"Model": "multilingual-e5-base",
"AILACasedocs": 26.05,
"AILAStatutes": 20.37,
"ARCChallenge": 9.61,
"AlloprofRetrieval": 34.45,
"AlphaNLI": 16.44,
"AppsRetrieval": 20.94,
"ArguAna": 44.21,
"ArguAna-PL": 42.86,
"BSARDRetrieval": 18.83,
"CmedqaRetrieval": 27.2,
"CodeFeedbackMT": 43.18,
"CodeFeedbackST": 72.61,
"CodeSearchNetCCRetrieval (python)": 85.37,
"CodeSearchNetCCRetrieval (javascript)": 78.44,
"CodeSearchNetCCRetrieval (go)": 72.29,
"CodeSearchNetCCRetrieval (ruby)": 81.92,
"CodeSearchNetCCRetrieval (java)": 78.85,
"CodeSearchNetCCRetrieval (php)": 72.02,
"CodeSearchNetRetrieval (python)": 85.68,
"CodeSearchNetRetrieval (javascript)": 71.4,
"CodeSearchNetRetrieval (go)": 89.47,
"CodeSearchNetRetrieval (ruby)": 78.24,
"CodeSearchNetRetrieval (java)": 78.39,
"CodeSearchNetRetrieval (php)": 81.05,
"CodeTransOceanContest": 51.89,
"CodeTransOceanDL": 29.88,
"CosQA": 31.12,
"CovidRetrieval": 73.48,
"DBPedia-PL": 30.23,
"DuRetrieval": 81.66,
"EcomRetrieval": 54.01,
"FiQA-PL": 25.59,
"FiQA2018": 38.15,
"GerDaLIRSmall": 15.3,
"HellaSwag": 24.79,
"HotpotQA-PL": 63.52,
"LEMBNarrativeQARetrieval": 23.6,
"LEMBQMSumRetrieval": 25.16,
"LEMBSummScreenFDRetrieval": 68.21,
"LEMBWikimQARetrieval": 56.04,
"LeCaRDv2": 59.0,
"LegalBenchConsumerContractsQA": 69.02,
"LegalBenchCorporateLobbying": 88.97,
"LegalQuAD": 47.85,
"LegalSummarization": 61.69,
"MIRACLRetrieval (ru)": 61.6,
"MMarcoRetrieval": 76.01,
"MSMARCO-PL": 29.52,
"MedicalRetrieval": 48.33,
"MintakaRetrieval (fr)": 30.96,
"MintakaRetrieval (ar)": 23.06,
"MintakaRetrieval (de)": 29.8,
"MintakaRetrieval (es)": 29.88,
"MintakaRetrieval (hi)": 22.68,
"MintakaRetrieval (it)": 29.77,
"MintakaRetrieval (ja)": 22.98,
"MintakaRetrieval (pt)": 30.62,
"NFCorpus": 32.49,
"NFCorpus-PL": 25.99,
"NQ-PL": 44.8,
"PIQA": 25.09,
"Quail": 3.52,
"Quora-PL": 81.22,
"RARbCode": 52.16,
"RARbMath": 65.35,
"RiaNewsRetrieval": 70.24,
"RuBQRetrieval": 69.58,
"SCIDOCS": 17.17,
"SCIDOCS-PL": 12.36,
"SIQA": 3.72,
"SciFact": 69.39,
"SciFact-PL": 62.26,
"SpartQA": 7.91,
"StackOverflowQA": 85.11,
"SyntecRetrieval": 82.86,
"SyntheticText2SQL": 53.61,
"T2Retrieval": 70.77,
"TRECCOVID": 69.5,
"TRECCOVID-PL": 65.94,
"TempReasonL1": 0.72,
"TempReasonL2Fact": 38.76,
"TempReasonL2Pure": 1.63,
"TempReasonL3Fact": 35.85,
"TempReasonL3Pure": 7.11,
"Touche2020": 21.5,
"VideoRetrieval": 61.26,
"WinoGrande": 56.18,
"XPQARetrieval (fr)": 65.81,
"XPQARetrieval (ara-ara)": 39.97,
"XPQARetrieval (eng-ara)": 17.23,
"XPQARetrieval (ara-eng)": 34.35,
"XPQARetrieval (deu-deu)": 72.11,
"XPQARetrieval (eng-deu)": 28.91,
"XPQARetrieval (deu-eng)": 61.46,
"XPQARetrieval (spa-spa)": 58.35,
"XPQARetrieval (eng-spa)": 25.27,
"XPQARetrieval (spa-eng)": 51.07,
"XPQARetrieval (fra-fra)": 59.56,
"XPQARetrieval (eng-fra)": 23.69,
"XPQARetrieval (fra-eng)": 53.9,
"XPQARetrieval (hin-hin)": 70.59,
"XPQARetrieval (eng-hin)": 27.57,
"XPQARetrieval (hin-eng)": 63.69,
"XPQARetrieval (ita-ita)": 70.38,
"XPQARetrieval (eng-ita)": 26.06,
"XPQARetrieval (ita-eng)": 56.2,
"XPQARetrieval (jpn-jpn)": 71.97,
"XPQARetrieval (eng-jpn)": 17.63,
"XPQARetrieval (jpn-eng)": 61.03,
"XPQARetrieval (kor-kor)": 36.12,
"XPQARetrieval (eng-kor)": 20.15,
"XPQARetrieval (kor-eng)": 29.27,
"XPQARetrieval (pol-pol)": 48.05,
"XPQARetrieval (eng-pol)": 19.48,
"XPQARetrieval (pol-eng)": 40.18,
"XPQARetrieval (por-por)": 44.78,
"XPQARetrieval (eng-por)": 17.66,
"XPQARetrieval (por-eng)": 40.58,
"XPQARetrieval (tam-tam)": 35.21,
"XPQARetrieval (eng-tam)": 12.64,
"XPQARetrieval (tam-eng)": 26.73,
"XPQARetrieval (cmn-cmn)": 67.06,
"XPQARetrieval (eng-cmn)": 12.72,
"XPQARetrieval (cmn-eng)": 53.53
}
]
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"STS": {
"cosine_spearman": [
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"Model": "multilingual-e5-base",
"AFQMC": 29.67,
"ATEC": 37.01,
"BQ": 45.45,
"CDSC-R": 90.08,
"LCQMC": 74.15,
"PAWSX": 12.14,
"QBQTC": 28.81,
"SICK-R-PL": 71.23,
"SICKFr": 76.23,
"STS22 (zh)": 65.64,
"STS22 (pl)": 34.07,
"STSB": 79.05,
"STSBenchmarkMultilingualSTS (fr)": 80.62
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"Model": "multilingual-e5-base",
"AFQMC": 29.66,
"ATEC": 37.01,
"BIOSSES": 85.05,
"BQ": 45.45,
"CDSC-R": 90.09,
"LCQMC": 74.15,
"PAWSX": 12.13,
"RUParaPhraserSTS": 70.17,
"RuSTSBenchmarkSTS": 79.64,
"SICK-R": 78.51,
"SICK-R-PL": 71.23,
"SICKFr": 75.76,
"STS12": 76.7,
"STS13": 78.02,
"STS14": 76.6,
"STS15": 88.16,
"STS16": 84.28,
"STS17 (en-de)": 82.08,
"STS17 (es-en)": 76.56,
"STS17 (fr-en)": 80.18,
"STS17 (en-tr)": 63.3,
"STS17 (ko-ko)": 79.95,
"STS17 (en-ar)": 71.27,
"STS17 (en-en)": 87.84,
"STS17 (es-es)": 86.74,
"STS17 (ar-ar)": 74.48,
"STS17 (it-en)": 80.16,
"STS17 (nl-en)": 79.29,
"STS22 (fr)": 75.04,
"STS22 (zh-en)": 69.8,
"STS22 (ar)": 57.82,
"STS22 (es-it)": 66.43,
"STS22 (it)": 77.76,
"STS22 (fr-pl)": 73.25,
"STS22 (de-en)": 54.89,
"STS22 (pl-en)": 70.37,
"STS22 (zh)": 65.63,
"STS22 (de)": 55.95,
"STS22 (pl)": 34.08,
"STS22 (de-fr)": 59.68,
"STS22 (es)": 66.67,
"STS22 (ru)": 60.67,
"STS22 (es-en)": 74.0,
"STS22 (en)": 62.26,
"STS22 (tr)": 63.71,
"STS22 (de-pl)": 39.35,
"STSB": 79.04,
"STSBenchmark": 85.64,
"STSBenchmarkMultilingualSTS (zh)": 79.87,
"STSBenchmarkMultilingualSTS (de)": 79.68,
"STSBenchmarkMultilingualSTS (es)": 81.75,
"STSBenchmarkMultilingualSTS (en)": 85.64,
"STSBenchmarkMultilingualSTS (fr)": 80.85,
"STSBenchmarkMultilingualSTS (pl)": 74.93,
"STSBenchmarkMultilingualSTS (pt)": 67.16,
"STSBenchmarkMultilingualSTS (nl)": 75.96,
"STSBenchmarkMultilingualSTS (it)": 78.09,
"STSBenchmarkMultilingualSTS (ru)": 79.33
},
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"Model": "multilingual-e5-base",
"AFQMC": 29.66,
"ATEC": 37.01,
"BIOSSES": 85.05,
"BQ": 45.45,
"CDSC-R": 90.09,
"LCQMC": 74.15,
"PAWSX": 12.13,
"RUParaPhraserSTS": 70.17,
"RuSTSBenchmarkSTS": 79.64,
"SICK-R": 78.51,
"SICK-R-PL": 71.23,
"SICKFr": 75.76,
"STS12": 76.7,
"STS13": 78.02,
"STS14": 76.6,
"STS15": 88.16,
"STS16": 84.28,
"STS17 (en-de)": 82.08,
"STS17 (es-en)": 76.56,
"STS17 (fr-en)": 80.18,
"STS17 (en-tr)": 63.3,
"STS17 (ko-ko)": 79.95,
"STS17 (en-ar)": 71.27,
"STS17 (en-en)": 87.84,
"STS17 (es-es)": 86.74,
"STS17 (ar-ar)": 74.48,
"STS17 (it-en)": 80.16,
"STS17 (nl-en)": 79.29,
"STS22 (fr)": 75.04,
"STS22 (zh-en)": 69.8,
"STS22 (ar)": 57.82,
"STS22 (es-it)": 66.43,
"STS22 (it)": 77.76,
"STS22 (fr-pl)": 73.25,
"STS22 (de-en)": 54.89,
"STS22 (pl-en)": 70.37,
"STS22 (zh)": 65.63,
"STS22 (de)": 55.95,
"STS22 (pl)": 34.08,
"STS22 (de-fr)": 59.68,
"STS22 (es)": 66.67,
"STS22 (ru)": 60.67,
"STS22 (es-en)": 74.0,
"STS22 (en)": 62.26,
"STS22 (tr)": 63.71,
"STS22 (de-pl)": 39.35,
"STSB": 79.04,
"STSBenchmark": 85.64,
"STSBenchmarkMultilingualSTS (zh)": 79.87,
"STSBenchmarkMultilingualSTS (de)": 79.68,
"STSBenchmarkMultilingualSTS (es)": 81.75,
"STSBenchmarkMultilingualSTS (en)": 85.64,
"STSBenchmarkMultilingualSTS (fr)": 80.85,
"STSBenchmarkMultilingualSTS (pl)": 74.93,
"STSBenchmarkMultilingualSTS (pt)": 67.16,
"STSBenchmarkMultilingualSTS (nl)": 75.96,
"STSBenchmarkMultilingualSTS (it)": 78.09,
"STSBenchmarkMultilingualSTS (ru)": 79.33
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "multilingual-e5-base",
"SummEval": 30.23,
"SummEvalFr": 32.96
},
{
"Model": "multilingual-e5-base",
"SummEval": 30.23,
"SummEvalFr": 32.96
},
{
"Model": "multilingual-e5-base",
"SummEvalFr": 30.76
}
]
},
"MultilabelClassification": {
"accuracy": [
{
"Model": "multilingual-e5-base",
"CEDRClassification": 42.32,
"SensitiveTopicsClassification": 24.98
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
"Model": "multilingual-e5-base",
"Core17InstructionRetrieval": 0.61,
"News21InstructionRetrieval": -1.14,
"Robust04InstructionRetrieval": -7.43
}
]
}
},
"multilingual-e5-large": {
"BitextMining": {
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"Model": "multilingual-e5-large",
"BornholmBitextMining": 29.87,
"Tatoeba (bre-eng)": 11.1,
"Tatoeba (oci-eng)": 54.91,
"Tatoeba (orv-eng)": 39.87,
"Tatoeba (tur-eng)": 96.27,
"Tatoeba (afr-eng)": 90.22,
"Tatoeba (dtp-eng)": 7.03,
"Tatoeba (glg-eng)": 93.34,
"Tatoeba (sqi-eng)": 94.7,
"Tatoeba (gla-eng)": 59.0,
"Tatoeba (heb-eng)": 86.61,
"Tatoeba (mal-eng)": 97.7,
"Tatoeba (yid-eng)": 76.33,
"Tatoeba (nob-eng)": 97.2,
"Tatoeba (tha-eng)": 95.38,
"Tatoeba (ind-eng)": 92.9,
"Tatoeba (isl-eng)": 92.09,
"Tatoeba (ces-eng)": 94.89,
"Tatoeba (uig-eng)": 72.17,
"Tatoeba (rus-eng)": 92.32,
"Tatoeba (zsm-eng)": 94.53,
"Tatoeba (war-eng)": 62.02,
"Tatoeba (jpn-eng)": 95.28,
"Tatoeba (hin-eng)": 94.48,
"Tatoeba (mkd-eng)": 85.63,
"Tatoeba (vie-eng)": 97.0,
"Tatoeba (bos-eng)": 92.86,
"Tatoeba (arq-eng)": 41.56,
"Tatoeba (cha-eng)": 27.16,
"Tatoeba (ell-eng)": 93.88,
"Tatoeba (hye-eng)": 90.92,
"Tatoeba (kaz-eng)": 79.67,
"Tatoeba (xho-eng)": 80.87,
"Tatoeba (arz-eng)": 74.73,
"Tatoeba (fin-eng)": 95.44,
"Tatoeba (gle-eng)": 71.48,
"Tatoeba (ile-eng)": 79.16,
"Tatoeba (ber-eng)": 38.9,
"Tatoeba (mon-eng)": 87.53,
"Tatoeba (aze-eng)": 87.61,
"Tatoeba (srp-eng)": 93.1,
"Tatoeba (tzl-eng)": 53.16,
"Tatoeba (dsb-eng)": 48.44,
"Tatoeba (pol-eng)": 96.6,
"Tatoeba (eus-eng)": 77.82,
"Tatoeba (nov-eng)": 71.62,
"Tatoeba (tuk-eng)": 33.15,
"Tatoeba (ukr-eng)": 93.32,
"Tatoeba (est-eng)": 85.03,
"Tatoeba (deu-eng)": 99.07,
"Tatoeba (ido-eng)": 83.52,
"Tatoeba (cym-eng)": 76.21,
"Tatoeba (ara-eng)": 85.48,
"Tatoeba (csb-eng)": 36.98,
"Tatoeba (cbk-eng)": 69.26,
"Tatoeba (ben-eng)": 83.02,
"Tatoeba (slk-eng)": 93.13,
"Tatoeba (fao-eng)": 72.62,
"Tatoeba (pam-eng)": 9.32,
"Tatoeba (hsb-eng)": 58.9,
"Tatoeba (lat-eng)": 53.37,
"Tatoeba (nno-eng)": 91.4,
"Tatoeba (gsw-eng)": 51.65,
"Tatoeba (cat-eng)": 91.03,
"Tatoeba (urd-eng)": 89.21,
"Tatoeba (kzj-eng)": 7.91,
"Tatoeba (kor-eng)": 90.65,
"Tatoeba (slv-eng)": 89.57,
"Tatoeba (ast-eng)": 81.76,
"Tatoeba (cmn-eng)": 95.28,
"Tatoeba (cor-eng)": 6.28,
"Tatoeba (tel-eng)": 91.34,
"Tatoeba (kab-eng)": 36.54,
"Tatoeba (yue-eng)": 88.71,
"Tatoeba (swe-eng)": 95.3,
"Tatoeba (pes-eng)": 92.14,
"Tatoeba (hun-eng)": 94.01,
"Tatoeba (tgl-eng)": 92.0,
"Tatoeba (pms-eng)": 59.85,
"Tatoeba (lvs-eng)": 90.06,
"Tatoeba (swh-eng)": 71.61,
"Tatoeba (uzb-eng)": 72.35,
"Tatoeba (por-eng)": 93.63,
"Tatoeba (ron-eng)": 94.87,
"Tatoeba (nds-eng)": 69.28,
"Tatoeba (fry-eng)": 63.43,
"Tatoeba (khm-eng)": 59.96,
"Tatoeba (nld-eng)": 96.63,
"Tatoeba (lit-eng)": 88.48,
"Tatoeba (awa-eng)": 72.27,
"Tatoeba (amh-eng)": 80.69,
"Tatoeba (jav-eng)": 75.46,
"Tatoeba (mar-eng)": 88.58,
"Tatoeba (spa-eng)": 97.1,
"Tatoeba (lfn-eng)": 62.91,
"Tatoeba (ceb-eng)": 55.31,
"Tatoeba (bul-eng)": 92.93,
"Tatoeba (tat-eng)": 73.51,
"Tatoeba (kur-eng)": 66.83,
"Tatoeba (mhr-eng)": 6.79,
"Tatoeba (epo-eng)": 96.01,
"Tatoeba (kat-eng)": 84.09,
"Tatoeba (ina-eng)": 93.47,
"Tatoeba (tam-eng)": 88.23,
"Tatoeba (ita-eng)": 93.29,
"Tatoeba (hrv-eng)": 96.15,
"Tatoeba (fra-eng)": 93.42,
"Tatoeba (wuu-eng)": 86.37,
"Tatoeba (dan-eng)": 95.08,
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"STS17 (en-tr)": 71.22,
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"STS12": 80.02,
"STS13": 81.55,
"STS14": 77.72,
"STS15": 89.31,
"STS16": 85.79,
"STS17 (fr-en)": 85.62,
"STS17 (nl-en)": 85.29,
"STS17 (es-es)": 86.71,
"STS17 (ar-ar)": 77.83,
"STS17 (es-en)": 80.74,
"STS17 (en-en)": 88.12,
"STS17 (ko-ko)": 82.27,
"STS17 (en-ar)": 75.03,
"STS17 (en-tr)": 71.22,
"STS17 (en-de)": 86.15,
"STS17 (it-en)": 84.52,
"STS22 (de)": 56.58,
"STS22 (de-fr)": 67.96,
"STS22 (ar)": 56.95,
"STS22 (ru)": 59.89,
"STS22 (de-en)": 56.59,
"STS22 (en)": 63.66,
"STS22 (tr)": 63.56,
"STS22 (pl-en)": 65.54,
"STS22 (zh)": 66.82,
"STS22 (it)": 76.99,
"STS22 (pl)": 34.65,
"STS22 (es-it)": 68.92,
"STS22 (fr)": 76.77,
"STS22 (zh-en)": 65.95,
"STS22 (fr-pl)": 50.71,
"STS22 (es-en)": 72.51,
"STS22 (es)": 64.6,
"STS22 (de-pl)": 49.58,
"STSB": 81.08,
"STSBenchmark": 87.29,
"STSBenchmarkMultilingualSTS (pl)": 81.06,
"STSBenchmarkMultilingualSTS (ru)": 83.05,
"STSBenchmarkMultilingualSTS (de)": 84.27,
"STSBenchmarkMultilingualSTS (pt)": 73.31,
"STSBenchmarkMultilingualSTS (en)": 87.29,
"STSBenchmarkMultilingualSTS (es)": 83.81,
"STSBenchmarkMultilingualSTS (zh)": 81.22,
"STSBenchmarkMultilingualSTS (it)": 81.75,
"STSBenchmarkMultilingualSTS (nl)": 81.63,
"STSBenchmarkMultilingualSTS (fr)": 83.28
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "multilingual-e5-large",
"SummEval": 29.64,
"SummEvalFr": 30.92
},
{
"Model": "multilingual-e5-large",
"SummEval": 29.64,
"SummEvalFr": 30.92
},
{
"Model": "multilingual-e5-large",
"SummEvalFr": 30.92
}
]
},
"MultilabelClassification": {
"accuracy": [
{
"Model": "multilingual-e5-large",
"CEDRClassification": 44.84,
"SensitiveTopicsClassification": 27.17
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
"Model": "multilingual-e5-large",
"Core17InstructionRetrieval": -1.62,
"News21InstructionRetrieval": -0.06,
"Robust04InstructionRetrieval": -7.48
}
]
}
},
"multilingual-e5-large-instruct": {
"BitextMining": {
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"Tatoeba (rus-eng)": 93.7,
"Tatoeba (spa-eng)": 98.53,
"Tatoeba (isl-eng)": 95.2,
"Tatoeba (jpn-eng)": 96.52,
"Tatoeba (bre-eng)": 32.56,
"Tatoeba (ast-eng)": 89.76,
"Tatoeba (pms-eng)": 78.43,
"Tatoeba (kab-eng)": 57.13,
"Tatoeba (kat-eng)": 92.64,
"Tatoeba (tur-eng)": 98.13,
"Tatoeba (swh-eng)": 80.12,
"Tatoeba (ukr-eng)": 94.8,
"Tatoeba (epo-eng)": 98.38,
"Tatoeba (lfn-eng)": 80.03,
"Tatoeba (sqi-eng)": 96.45,
"Tatoeba (cor-eng)": 11.54,
"Tatoeba (pam-eng)": 19.75,
"Tatoeba (gla-eng)": 77.87,
"Tatoeba (amh-eng)": 87.64,
"Tatoeba (jav-eng)": 85.29,
"Tatoeba (lvs-eng)": 93.02,
"Tatoeba (por-eng)": 94.91,
"Tatoeba (arz-eng)": 82.26,
"Tatoeba (aze-eng)": 93.89,
"Tatoeba (yid-eng)": 90.47,
"Tatoeba (gle-eng)": 84.37,
"Tatoeba (pol-eng)": 97.33,
"Tatoeba (ina-eng)": 96.1,
"Tatoeba (ell-eng)": 94.85,
"Tatoeba (fry-eng)": 80.83,
"Tatoeba (kor-eng)": 91.77,
"Tatoeba (ita-eng)": 94.37,
"Tatoeba (ces-eng)": 96.23,
"Tatoeba (fra-eng)": 94.97,
"Tatoeba (ceb-eng)": 71.09,
"Tatoeba (mal-eng)": 98.93,
"Tatoeba (ido-eng)": 91.78,
"Tatoeba (dtp-eng)": 14.1,
"Tatoeba (kaz-eng)": 87.42,
"Tatoeba (zsm-eng)": 96.62,
"Tatoeba (dan-eng)": 95.87,
"Tatoeba (nov-eng)": 83.42,
"Tatoeba (tel-eng)": 95.51,
"Tatoeba (arq-eng)": 64.1,
"Tatoeba (dsb-eng)": 72.99,
"Tatoeba (xho-eng)": 86.74,
"Tatoeba (glg-eng)": 95.96,
"Tatoeba (uig-eng)": 87.01,
"Tatoeba (ang-eng)": 72.74,
"Tatoeba (tzl-eng)": 59.17,
"Tatoeba (deu-eng)": 99.33,
"Tatoeba (ile-eng)": 89.94,
"Tatoeba (lat-eng)": 74.17,
"Tatoeba (eus-eng)": 84.67,
"Tatoeba (bul-eng)": 94.52,
"Tatoeba (hun-eng)": 94.52,
"Tatoeba (mkd-eng)": 92.17,
"Tatoeba (nds-eng)": 86.3,
"Tatoeba (swg-eng)": 77.68,
"Tatoeba (fao-eng)": 87.43,
"Tatoeba (war-eng)": 73.83,
"Tatoeba (csb-eng)": 68.19,
"Tatoeba (afr-eng)": 95.67,
"Tatoeba (bos-eng)": 95.86,
"Tatoeba (cat-eng)": 95.53,
"Tatoeba (hrv-eng)": 96.75,
"Tatoeba (mhr-eng)": 16.98,
"Tatoeba (tha-eng)": 96.59,
"Tatoeba (tat-eng)": 85.7,
"Tatoeba (oci-eng)": 72.35,
"Tatoeba (urd-eng)": 93.22,
"Tatoeba (kur-eng)": 77.3,
"Tatoeba (lit-eng)": 91.71,
"Tatoeba (cha-eng)": 50.55,
"Tatoeba (ron-eng)": 97.32,
"Tatoeba (pes-eng)": 94.92,
"Tatoeba (cmn-eng)": 96.5,
"Tatoeba (slv-eng)": 91.6,
"Tatoeba (heb-eng)": 91.52,
"Tatoeba (bel-eng)": 95.48,
"Tatoeba (slk-eng)": 95.27,
"Tatoeba (cbk-eng)": 83.24,
"Tatoeba (yue-eng)": 92.84,
"Tatoeba (hin-eng)": 97.47,
"Tatoeba (nob-eng)": 98.33,
"Tatoeba (gsw-eng)": 59.47,
"Tatoeba (tgl-eng)": 96.0,
"Tatoeba (nno-eng)": 94.06,
"Tatoeba (est-eng)": 87.46,
"Tatoeba (vie-eng)": 97.5,
"Tatoeba (ber-eng)": 54.69,
"Tatoeba (wuu-eng)": 92.4,
"Tatoeba (tuk-eng)": 50.55,
"Tatoeba (hye-eng)": 93.65,
"Tatoeba (ara-eng)": 91.38,
"Tatoeba (mon-eng)": 95.8,
"Tatoeba (awa-eng)": 91.41,
"Tatoeba (khm-eng)": 75.24,
"Tatoeba (swe-eng)": 95.35,
"Tatoeba (ind-eng)": 94.32,
"Tatoeba (max-eng)": 74.56,
"Tatoeba (hsb-eng)": 79.87,
"Tatoeba (ben-eng)": 89.03,
"Tatoeba (kzj-eng)": 14.96,
"Tatoeba (uzb-eng)": 80.49,
"Tatoeba (tam-eng)": 90.88,
"Tatoeba (mar-eng)": 92.33,
"Tatoeba (cym-eng)": 89.86,
"Tatoeba (srp-eng)": 94.55,
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}
]
},
"Classification": {
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"AmazonCounterfactualClassification (en-ext)": 66.42,
"AmazonCounterfactualClassification (en)": 69.72,
"AmazonCounterfactualClassification (de)": 65.61,
"AmazonCounterfactualClassification (ja)": 70.47,
"AmazonPolarityClassification": 96.24,
"AmazonReviewsClassification (en)": 56.2,
"AmazonReviewsClassification (de)": 54.54,
"AmazonReviewsClassification (es)": 49.88,
"AmazonReviewsClassification (fr)": 49.78,
"AmazonReviewsClassification (ja)": 49.36,
"AmazonReviewsClassification (zh)": 45.1,
"AngryTweetsClassification": 59.53,
"Banking77Classification": 78.04,
"CBD": 74.21,
"DanishPoliticalCommentsClassification": 33.07,
"EmotionClassification": 54.99,
"GeoreviewClassification": 55.9,
"HeadlineClassification": 86.18,
"IFlyTek": 44.06,
"ImdbClassification": 94.61,
"InappropriatenessClassification": 65.53,
"JDReview": 80.23,
"KinopoiskClassification": 66.12,
"LccSentimentClassification": 60.27,
"MTOPDomainClassification (en)": 91.18,
"MTOPDomainClassification (de)": 90.03,
"MTOPDomainClassification (es)": 89.1,
"MTOPDomainClassification (fr)": 85.89,
"MTOPDomainClassification (hi)": 86.29,
"MTOPDomainClassification (th)": 83.35,
"MTOPIntentClassification (en)": 68.05,
"MTOPIntentClassification (de)": 68.55,
"MTOPIntentClassification (es)": 69.86,
"MTOPIntentClassification (fr)": 63.26,
"MTOPIntentClassification (hi)": 63.38,
"MTOPIntentClassification (th)": 64.8,
"MasakhaNEWSClassification (amh)": 88.48,
"MasakhaNEWSClassification (eng)": 82.12,
"MasakhaNEWSClassification (fra)": 78.93,
"MasakhaNEWSClassification (hau)": 80.94,
"MasakhaNEWSClassification (ibo)": 77.28,
"MasakhaNEWSClassification (lin)": 75.94,
"MasakhaNEWSClassification (lug)": 70.36,
"MasakhaNEWSClassification (orm)": 80.28,
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"MasakhaNEWSClassification (tir)": 72.87,
"MasakhaNEWSClassification (xho)": 84.95,
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"MassiveIntentClassification (sl)": 63.79,
"MassiveIntentClassification (cy)": 56.22,
"MassiveIntentClassification (sq)": 62.12,
"MassiveIntentClassification (ar)": 55.87,
"MassiveIntentClassification (vi)": 64.49,
"MassiveIntentClassification (fr)": 66.88,
"MassiveIntentClassification (sw)": 54.14,
"MassiveIntentClassification (es)": 65.56,
"MassiveIntentClassification (az)": 61.96,
"MassiveIntentClassification (hy)": 61.73,
"MassiveIntentClassification (ru)": 67.6,
"MassiveIntentClassification (tr)": 66.3,
"MassiveIntentClassification (ta)": 60.4,
"MassiveIntentClassification (lv)": 61.49,
"MassiveIntentClassification (jv)": 55.6,
"MassiveIntentClassification (fi)": 66.02,
"MassiveIntentClassification (fa)": 68.48,
"MassiveIntentClassification (ka)": 50.74,
"MassiveIntentClassification (ro)": 63.73,
"MassiveIntentClassification (sv)": 68.76,
"MassiveIntentClassification (ms)": 63.88,
"MassiveIntentClassification (kn)": 58.98,
"MassiveIntentClassification (ml)": 63.22,
"MassiveIntentClassification (pt)": 67.28,
"MassiveIntentClassification (my)": 57.06,
"MassiveIntentClassification (tl)": 60.99,
"MassiveIntentClassification (af)": 60.95,
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"MassiveIntentClassification (ja)": 68.29,
"MassiveIntentClassification (zh-CN)": 67.6,
"MassiveIntentClassification (km)": 46.88,
"MassiveIntentClassification (mn)": 58.85,
"MassiveIntentClassification (am)": 54.28,
"MassiveIntentClassification (de)": 65.91,
"MassiveIntentClassification (el)": 65.25,
"MassiveIntentClassification (hu)": 65.54,
"MassiveIntentClassification (en)": 70.89,
"MassiveIntentClassification (id)": 65.45,
"MassiveIntentClassification (ur)": 60.74,
"MassiveIntentClassification (nl)": 68.18,
"MassiveIntentClassification (da)": 65.08,
"MassiveIntentClassification (th)": 62.58,
"MassiveIntentClassification (pl)": 67.45,
"MassiveIntentClassification (zh-TW)": 62.09,
"MassiveIntentClassification (bn)": 61.73,
"MassiveIntentClassification (is)": 57.29,
"MassiveIntentClassification (te)": 61.38,
"MassiveIntentClassification (ko)": 64.16,
"MassiveIntentClassification (nb)": 65.85,
"MassiveIntentClassification (it)": 66.82,
"MassiveIntentClassification (hi)": 65.27,
"MassiveScenarioClassification (ar)": 63.86,
"MassiveScenarioClassification (id)": 70.52,
"MassiveScenarioClassification (sl)": 68.6,
"MassiveScenarioClassification (sq)": 69.09,
"MassiveScenarioClassification (km)": 54.17,
"MassiveScenarioClassification (fr)": 71.16,
"MassiveScenarioClassification (bn)": 67.55,
"MassiveScenarioClassification (am)": 61.43,
"MassiveScenarioClassification (nl)": 73.21,
"MassiveScenarioClassification (af)": 68.3,
"MassiveScenarioClassification (fi)": 68.99,
"MassiveScenarioClassification (ja)": 73.43,
"MassiveScenarioClassification (en)": 73.88,
"MassiveScenarioClassification (pt)": 69.76,
"MassiveScenarioClassification (ka)": 59.88,
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"MassiveScenarioClassification (jv)": 63.3,
"MassiveScenarioClassification (zh-TW)": 68.04,
"MassiveScenarioClassification (cy)": 62.98,
"MassiveScenarioClassification (hu)": 71.72,
"MassiveScenarioClassification (lv)": 67.54,
"MassiveScenarioClassification (pl)": 71.44,
"MassiveScenarioClassification (de)": 72.68,
"MassiveScenarioClassification (ms)": 69.07,
"MassiveScenarioClassification (ur)": 67.11,
"MassiveScenarioClassification (kn)": 66.84,
"MassiveScenarioClassification (ta)": 64.96,
"MassiveScenarioClassification (is)": 67.14,
"MassiveScenarioClassification (it)": 70.44,
"MassiveScenarioClassification (sv)": 73.38,
"MassiveScenarioClassification (te)": 67.53,
"MassiveScenarioClassification (th)": 69.54,
"MassiveScenarioClassification (fa)": 72.17,
"MassiveScenarioClassification (mn)": 63.21,
"MassiveScenarioClassification (ro)": 68.72,
"MassiveScenarioClassification (ml)": 69.13,
"MassiveScenarioClassification (az)": 66.18,
"MassiveScenarioClassification (hi)": 69.83,
"MassiveScenarioClassification (el)": 71.1,
"MassiveScenarioClassification (nb)": 71.28,
"MassiveScenarioClassification (tl)": 67.64,
"MassiveScenarioClassification (he)": 67.63,
"MassiveScenarioClassification (vi)": 69.17,
"MassiveScenarioClassification (es)": 70.0,
"MassiveScenarioClassification (ko)": 70.49,
"MassiveScenarioClassification (tr)": 69.63,
"MassiveScenarioClassification (ru)": 71.59,
"MassiveScenarioClassification (zh-CN)": 72.41,
"MassiveScenarioClassification (my)": 63.12,
"MassiveScenarioClassification (sw)": 62.96,
"MassiveScenarioClassification (hy)": 65.85,
"MultilingualSentiment": 71.66,
"NoRecClassification": 57.06,
"NordicLangClassification": 76.57,
"OnlineShopping": 91.83,
"PAC": 65.68,
"PolEmo2.0-IN": 80.96,
"PolEmo2.0-OUT": 56.96,
"RuReviewsClassification": 68.56,
"RuSciBenchGRNTIClassification": 65.07,
"RuSciBenchOECDClassification": 50.21,
"TNews": 49.85,
"ToxicConversationsClassification": 66.82,
"TweetSentimentExtractionClassification": 59.18,
"Waimai": 86.83
}
]
},
"Clustering": {
"v_measure": [
{
"Model": "multilingual-e5-large-instruct",
"GeoreviewClusteringP2P": 74.34,
"MLSUMClusteringP2P (ru)": 57.77,
"MLSUMClusteringS2S (ru)": 57.5,
"MasakhaNEWSClusteringP2P (amh)": 74.82,
"MasakhaNEWSClusteringP2P (eng)": 70.12,
"MasakhaNEWSClusteringP2P (fra)": 70.48,
"MasakhaNEWSClusteringP2P (hau)": 71.22,
"MasakhaNEWSClusteringP2P (ibo)": 56.64,
"MasakhaNEWSClusteringP2P (lin)": 72.94,
"MasakhaNEWSClusteringP2P (lug)": 65.94,
"MasakhaNEWSClusteringP2P (orm)": 45.85,
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"MasakhaNEWSClusteringP2P (run)": 64.64,
"MasakhaNEWSClusteringP2P (sna)": 81.13,
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"MasakhaNEWSClusteringP2P (swa)": 40.55,
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"MasakhaNEWSClusteringP2P (xho)": 57.61,
"MasakhaNEWSClusteringP2P (yor)": 64.78,
"MasakhaNEWSClusteringS2S (amh)": 67.38,
"MasakhaNEWSClusteringS2S (eng)": 61.2,
"MasakhaNEWSClusteringS2S (fra)": 69.48,
"MasakhaNEWSClusteringS2S (hau)": 52.67,
"MasakhaNEWSClusteringS2S (ibo)": 78.68,
"MasakhaNEWSClusteringS2S (lin)": 80.26,
"MasakhaNEWSClusteringS2S (lug)": 49.73,
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"MasakhaNEWSClusteringS2S (run)": 64.34,
"MasakhaNEWSClusteringS2S (sna)": 67.1,
"MasakhaNEWSClusteringS2S (som)": 44.64,
"MasakhaNEWSClusteringS2S (swa)": 42.09,
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"MasakhaNEWSClusteringS2S (xho)": 43.19,
"MasakhaNEWSClusteringS2S (yor)": 54.23,
"RuSciBenchGRNTIClusteringP2P": 62.21,
"RuSciBenchOECDClusteringP2P": 53.09,
"TwentyNewsgroupsClustering": 51.03
}
]
},
"PairClassification": {
"max_ap": [
{
"Model": "multilingual-e5-large-instruct",
"CDSC-E": 76.17,
"OpusparcusPC (de)": 97.56,
"OpusparcusPC (en)": 98.91,
"OpusparcusPC (fi)": 94.74,
"OpusparcusPC (fr)": 94.73,
"OpusparcusPC (ru)": 91.1,
"OpusparcusPC (sv)": 95.78,
"PSC": 99.31,
"PawsXPairClassification (de)": 56.46,
"PawsXPairClassification (en)": 64.4,
"PawsXPairClassification (es)": 57.27,
"PawsXPairClassification (fr)": 59.73,
"PawsXPairClassification (ja)": 50.82,
"PawsXPairClassification (ko)": 51.63,
"PawsXPairClassification (zh)": 57.34,
"SICK-E-PL": 79.69,
"SprintDuplicateQuestions": 92.19,
"TERRa": 63.77,
"TwitterSemEval2015": 79.79,
"TwitterURLCorpus": 86.73
},
{
"Model": "multilingual-e5-large-instruct",
"CDSC-E": 76.17,
"OpusparcusPC (de)": 97.56,
"OpusparcusPC (en)": 98.92,
"OpusparcusPC (fi)": 94.74,
"OpusparcusPC (fr)": 94.73,
"OpusparcusPC (ru)": 91.1,
"OpusparcusPC (sv)": 95.78,
"PSC": 99.31,
"PawsXPairClassification (de)": 56.64,
"PawsXPairClassification (en)": 64.43,
"PawsXPairClassification (es)": 57.28,
"PawsXPairClassification (fr)": 59.76,
"PawsXPairClassification (ja)": 50.82,
"PawsXPairClassification (ko)": 51.74,
"PawsXPairClassification (zh)": 57.75,
"SICK-E-PL": 79.69,
"SprintDuplicateQuestions": 92.19,
"TERRa": 63.89,
"TwitterSemEval2015": 79.79,
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}
]
},
"Reranking": {
"map": [
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"AlloprofReranking": 74.68,
"AskUbuntuDupQuestions": 64.41,
"MMarcoReranking": 23.6,
"MindSmallReranking": 33.07,
"RuBQReranking": 75.84,
"SciDocsRR": 85.75,
"StackOverflowDupQuestions": 52.45,
"SyntecReranking": 89.95,
"T2Reranking": 67.12
},
{
"Model": "multilingual-e5-large-instruct",
"MIRACLReranking (ru)": 62.49
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
"Model": "multilingual-e5-large-instruct",
"AILACasedocs": 33.33,
"AILAStatutes": 29.66,
"ARCChallenge": 15.03,
"AlloprofRetrieval": 52.12,
"AlphaNLI": 24.87,
"AppsRetrieval": 34.89,
"ArguAna": 58.48,
"ArguAna-PL": 44.6,
"BSARDRetrieval": 24.61,
"CmedqaRetrieval": 34.15,
"CodeFeedbackMT": 39.87,
"CodeFeedbackST": 75.89,
"CodeSearchNetCCRetrieval (python)": 86.24,
"CodeSearchNetCCRetrieval (javascript)": 79.2,
"CodeSearchNetCCRetrieval (go)": 72.31,
"CodeSearchNetCCRetrieval (ruby)": 81.9,
"CodeSearchNetCCRetrieval (java)": 80.07,
"CodeSearchNetCCRetrieval (php)": 72.49,
"CodeSearchNetRetrieval (python)": 88.96,
"CodeSearchNetRetrieval (javascript)": 75.37,
"CodeSearchNetRetrieval (go)": 90.41,
"CodeSearchNetRetrieval (ruby)": 79.56,
"CodeSearchNetRetrieval (java)": 80.55,
"CodeSearchNetRetrieval (php)": 83.7,
"CodeTransOceanContest": 83.36,
"CodeTransOceanDL": 29.01,
"CosQA": 37.75,
"CovidRetrieval": 75.8,
"DuRetrieval": 85.16,
"EcomRetrieval": 53.92,
"FiQA-PL": 32.01,
"FiQA2018": 48.42,
"GerDaLIRSmall": 21.34,
"HellaSwag": 32.02,
"LEMBNarrativeQARetrieval": 26.71,
"LEMBQMSumRetrieval": 26.08,
"LEMBSummScreenFDRetrieval": 72.75,
"LEMBWikimQARetrieval": 57.79,
"LeCaRDv2": 64.22,
"LegalBenchConsumerContractsQA": 76.8,
"LegalBenchCorporateLobbying": 94.25,
"LegalQuAD": 51.25,
"LegalSummarization": 68.07,
"MIRACLRetrieval (ru)": 66.08,
"MMarcoRetrieval": 78.81,
"MedicalRetrieval": 56.55,
"MintakaRetrieval (ar)": 26.13,
"MintakaRetrieval (de)": 35.13,
"MintakaRetrieval (es)": 34.51,
"MintakaRetrieval (fr)": 33.49,
"MintakaRetrieval (hi)": 28.19,
"MintakaRetrieval (it)": 35.01,
"MintakaRetrieval (ja)": 26.31,
"MintakaRetrieval (pt)": 35.11,
"NFCorpus": 36.34,
"NFCorpus-PL": 32.66,
"PIQA": 32.26,
"Quail": 8.63,
"RARbCode": 71.22,
"RARbMath": 71.95,
"RiaNewsRetrieval": 83.26,
"RuBQRetrieval": 73.9,
"SCIDOCS": 19.24,
"SCIDOCS-PL": 17.15,
"SIQA": 7.33,
"SciFact": 71.62,
"SciFact-PL": 63.31,
"SpartQA": 13.54,
"StackOverflowQA": 85.82,
"SyntecRetrieval": 87.8,
"SyntheticText2SQL": 58.85,
"T2Retrieval": 82.92,
"TRECCOVID": 82.51,
"TRECCOVID-PL": 62.03,
"TempReasonL1": 1.2,
"TempReasonL2Fact": 40.19,
"TempReasonL2Pure": 3.64,
"TempReasonL3Fact": 37.37,
"TempReasonL3Pure": 9.82,
"Touche2020": 27.4,
"VideoRetrieval": 52.24,
"WinoGrande": 54.27,
"XPQARetrieval (ara-ara)": 48.56,
"XPQARetrieval (eng-ara)": 34.01,
"XPQARetrieval (ara-eng)": 45.13,
"XPQARetrieval (deu-deu)": 79.18,
"XPQARetrieval (eng-deu)": 50.55,
"XPQARetrieval (deu-eng)": 75.23,
"XPQARetrieval (spa-spa)": 65.07,
"XPQARetrieval (eng-spa)": 41.75,
"XPQARetrieval (spa-eng)": 61.02,
"XPQARetrieval (fra-fra)": 72.72,
"XPQARetrieval (eng-fra)": 46.17,
"XPQARetrieval (fra-eng)": 69.33,
"XPQARetrieval (hin-hin)": 76.62,
"XPQARetrieval (eng-hin)": 18.12,
"XPQARetrieval (hin-eng)": 71.95,
"XPQARetrieval (ita-ita)": 77.03,
"XPQARetrieval (eng-ita)": 41.42,
"XPQARetrieval (ita-eng)": 70.6,
"XPQARetrieval (jpn-jpn)": 74.36,
"XPQARetrieval (eng-jpn)": 41.97,
"XPQARetrieval (jpn-eng)": 70.5,
"XPQARetrieval (kor-kor)": 39.74,
"XPQARetrieval (eng-kor)": 34.9,
"XPQARetrieval (kor-eng)": 37.39,
"XPQARetrieval (pol-pol)": 52.53,
"XPQARetrieval (eng-pol)": 34.22,
"XPQARetrieval (pol-eng)": 48.53,
"XPQARetrieval (por-por)": 51.17,
"XPQARetrieval (eng-por)": 31.76,
"XPQARetrieval (por-eng)": 48.79,
"XPQARetrieval (tam-tam)": 49.69,
"XPQARetrieval (eng-tam)": 6.8,
"XPQARetrieval (tam-eng)": 40.83,
"XPQARetrieval (cmn-cmn)": 66.42,
"XPQARetrieval (eng-cmn)": 33.94,
"XPQARetrieval (cmn-eng)": 59.78
}
]
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"STS": {
"cosine_spearman": [
{
"Model": "multilingual-e5-large-instruct",
"AFQMC": 37.53,
"ATEC": 43.27,
"BIOSSES": 87.46,
"BQ": 48.8,
"CDSC-R": 92.35,
"LCQMC": 76.06,
"PAWSX": 15.06,
"RUParaPhraserSTS": 75.4,
"RuSTSBenchmarkSTS": 83.97,
"SICK-R": 81.73,
"SICK-R-PL": 77.62,
"SICKFr": 80.2,
"STS12": 82.53,
"STS13": 88.05,
"STS14": 84.83,
"STS15": 91.02,
"STS16": 87.32,
"STS17 (ar-ar)": 82.71,
"STS17 (nl-en)": 87.44,
"STS17 (fr-en)": 86.28,
"STS17 (ko-ko)": 84.31,
"STS17 (es-es)": 89.4,
"STS17 (en-ar)": 81.83,
"STS17 (en-de)": 87.61,
"STS17 (en-tr)": 80.47,
"STS17 (es-en)": 87.03,
"STS17 (en-en)": 90.33,
"STS17 (it-en)": 88.25,
"STS22 (es-en)": 78.65,
"STS22 (de)": 61.53,
"STS22 (zh)": 67.4,
"STS22 (es)": 68.45,
"STS22 (de-fr)": 65.52,
"STS22 (pl)": 40.97,
"STS22 (ru)": 65.17,
"STS22 (en)": 68.67,
"STS22 (fr)": 82.25,
"STS22 (es-it)": 75.25,
"STS22 (pl-en)": 74.86,
"STS22 (fr-pl)": 61.98,
"STS22 (ar)": 59.52,
"STS22 (it)": 79.45,
"STS22 (tr)": 67.2,
"STS22 (zh-en)": 71.45,
"STS22 (de-pl)": 54.6,
"STS22 (de-en)": 58.22,
"STSB": 81.68,
"STSBenchmark": 88.39,
"STSBenchmarkMultilingualSTS (de)": 85.38,
"STSBenchmarkMultilingualSTS (nl)": 84.29,
"STSBenchmarkMultilingualSTS (pl)": 83.42,
"STSBenchmarkMultilingualSTS (fr)": 84.94,
"STSBenchmarkMultilingualSTS (pt)": 84.9,
"STSBenchmarkMultilingualSTS (it)": 84.38,
"STSBenchmarkMultilingualSTS (es)": 86.15,
"STSBenchmarkMultilingualSTS (zh)": 82.54,
"STSBenchmarkMultilingualSTS (en)": 88.39,
"STSBenchmarkMultilingualSTS (ru)": 83.86
},
{
"Model": "multilingual-e5-large-instruct",
"AFQMC": 37.53,
"ATEC": 43.27,
"BIOSSES": 87.46,
"BQ": 48.8,
"CDSC-R": 92.35,
"LCQMC": 76.06,
"PAWSX": 15.06,
"RUParaPhraserSTS": 75.4,
"RuSTSBenchmarkSTS": 83.97,
"SICK-R": 81.73,
"SICK-R-PL": 77.62,
"SICKFr": 80.2,
"STS12": 82.53,
"STS13": 88.05,
"STS14": 84.83,
"STS15": 91.02,
"STS16": 87.32,
"STS17 (ar-ar)": 82.71,
"STS17 (nl-en)": 87.44,
"STS17 (fr-en)": 86.28,
"STS17 (ko-ko)": 84.31,
"STS17 (es-es)": 89.4,
"STS17 (en-ar)": 81.83,
"STS17 (en-de)": 87.61,
"STS17 (en-tr)": 80.47,
"STS17 (es-en)": 87.03,
"STS17 (en-en)": 90.33,
"STS17 (it-en)": 88.25,
"STS22 (es-en)": 78.65,
"STS22 (de)": 61.53,
"STS22 (zh)": 67.4,
"STS22 (es)": 68.45,
"STS22 (de-fr)": 65.52,
"STS22 (pl)": 40.97,
"STS22 (ru)": 65.17,
"STS22 (en)": 68.67,
"STS22 (fr)": 82.25,
"STS22 (es-it)": 75.25,
"STS22 (pl-en)": 74.86,
"STS22 (fr-pl)": 61.98,
"STS22 (ar)": 59.52,
"STS22 (it)": 79.45,
"STS22 (tr)": 67.2,
"STS22 (zh-en)": 71.45,
"STS22 (de-pl)": 54.6,
"STS22 (de-en)": 58.22,
"STSB": 81.68,
"STSBenchmark": 88.39,
"STSBenchmarkMultilingualSTS (de)": 85.38,
"STSBenchmarkMultilingualSTS (nl)": 84.29,
"STSBenchmarkMultilingualSTS (pl)": 83.42,
"STSBenchmarkMultilingualSTS (fr)": 84.94,
"STSBenchmarkMultilingualSTS (pt)": 84.9,
"STSBenchmarkMultilingualSTS (it)": 84.38,
"STSBenchmarkMultilingualSTS (es)": 86.15,
"STSBenchmarkMultilingualSTS (zh)": 82.54,
"STSBenchmarkMultilingualSTS (en)": 88.39,
"STSBenchmarkMultilingualSTS (ru)": 83.86
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "multilingual-e5-large-instruct",
"SummEval": 30.46,
"SummEvalFr": 31.72
},
{
"Model": "multilingual-e5-large-instruct",
"SummEval": 30.46,
"SummEvalFr": 31.72
}
]
},
"MultilabelClassification": {
"accuracy": [
{
"Model": "multilingual-e5-large-instruct",
"CEDRClassification": 50.01,
"SensitiveTopicsClassification": 32.29
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
"Model": "multilingual-e5-large-instruct",
"Core17InstructionRetrieval": 1.82,
"News21InstructionRetrieval": 1.5,
"Robust04InstructionRetrieval": -4.52
}
]
}
},
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"Tatoeba (dan-eng)": 86.38,
"Tatoeba (aze-eng)": 80.79,
"Tatoeba (tur-eng)": 88.42,
"Tatoeba (ces-eng)": 80.99,
"Tatoeba (swh-eng)": 65.43,
"Tatoeba (hrv-eng)": 84.42,
"Tatoeba (est-eng)": 56.47,
"Tatoeba (bel-eng)": 80.89,
"Tatoeba (mhr-eng)": 5.58,
"Tatoeba (cat-eng)": 79.3,
"Tatoeba (ben-eng)": 81.4,
"Tatoeba (tgl-eng)": 77.54,
"Tatoeba (cym-eng)": 62.3,
"Tatoeba (tha-eng)": 90.88,
"Tatoeba (swe-eng)": 87.46,
"Tatoeba (oci-eng)": 38.27,
"Tatoeba (gsw-eng)": 40.13,
"Tatoeba (ceb-eng)": 42.35,
"Tatoeba (ind-eng)": 88.28,
"Tatoeba (ron-eng)": 85.68,
"Tatoeba (gla-eng)": 35.96,
"Tatoeba (ile-eng)": 70.31,
"Tatoeba (orv-eng)": 14.89,
"Tatoeba (vie-eng)": 89.03,
"Tatoeba (slv-eng)": 73.93,
"Tatoeba (tel-eng)": 86.82,
"Tatoeba (cmn-eng)": 89.85,
"Tatoeba (fao-eng)": 56.57,
"Tatoeba (glg-eng)": 79.65,
"Tatoeba (tuk-eng)": 16.99,
"Tatoeba (war-eng)": 39.14,
"Tatoeba (ita-eng)": 88.54,
"Tatoeba (epo-eng)": 88.96,
"Tatoeba (fra-eng)": 90.51,
"Tatoeba (pol-eng)": 88.85,
"Tatoeba (khm-eng)": 44.34,
"Tatoeba (fin-eng)": 70.23,
"Tatoeba (zsm-eng)": 91.37,
"Tatoeba (bre-eng)": 7.09,
"Tatoeba (kur-eng)": 39.99,
"Tatoeba (yid-eng)": 65.9,
"Tatoeba (kaz-eng)": 70.57,
"Tatoeba (cbk-eng)": 55.36,
"Tatoeba (mkd-eng)": 63.74,
"Tatoeba (hsb-eng)": 36.49,
"Tatoeba (deu-eng)": 97.22,
"Tatoeba (isl-eng)": 62.32,
"Tatoeba (kzj-eng)": 6.56,
"Tatoeba (lat-eng)": 37.76,
"Tatoeba (rus-eng)": 89.77,
"Tatoeba (ber-eng)": 18.22,
"Tatoeba (nld-eng)": 91.87,
"Tatoeba (lit-eng)": 59.95,
"Tatoeba (uig-eng)": 60.59,
"Tatoeba (kab-eng)": 18.06,
"Tatoeba (nov-eng)": 64.2,
"Tatoeba (heb-eng)": 73.68,
"Tatoeba (eus-eng)": 50.9,
"Tatoeba (kat-eng)": 77.6,
"Tatoeba (xho-eng)": 63.2,
"Tatoeba (yue-eng)": 69.33,
"Tatoeba (ina-eng)": 86.39,
"Tatoeba (bos-eng)": 81.15,
"Tatoeba (lfn-eng)": 51.46,
"Tatoeba (nno-eng)": 70.29,
"Tatoeba (urd-eng)": 85.07,
"Tatoeba (arq-eng)": 23.62,
"Tatoeba (tam-eng)": 82.82,
"Tatoeba (ang-eng)": 30.3,
"Tatoeba (swg-eng)": 44.0,
"Tatoeba (csb-eng)": 26.23,
"Tatoeba (wuu-eng)": 67.3,
"Tatoeba (max-eng)": 48.29,
"Tatoeba (tzl-eng)": 34.83,
"Tatoeba (uzb-eng)": 59.11,
"Tatoeba (amh-eng)": 74.11,
"Tatoeba (fry-eng)": 49.05,
"Tatoeba (mar-eng)": 85.94,
"Tatoeba (pes-eng)": 85.51,
"Tatoeba (por-eng)": 89.63,
"Tatoeba (hin-eng)": 92.36,
"Tatoeba (tat-eng)": 66.8,
"Tatoeba (sqi-eng)": 86.21,
"Tatoeba (cor-eng)": 5.24,
"Tatoeba (slk-eng)": 79.86,
"Tatoeba (dtp-eng)": 6.42,
"Tatoeba (jpn-eng)": 77.43,
"Tatoeba (ell-eng)": 86.81,
"Tatoeba (lvs-eng)": 61.84,
"Tatoeba (cha-eng)": 24.88,
"Tatoeba (arz-eng)": 53.35,
"Tatoeba (dsb-eng)": 29.87,
"Tatoeba (kor-eng)": 73.74,
"Tatoeba (srp-eng)": 83.06,
"Tatoeba (mal-eng)": 94.78,
"Tatoeba (hye-eng)": 83.81,
"Tatoeba (spa-eng)": 93.01,
"Tatoeba (ara-eng)": 76.09,
"Tatoeba (bul-eng)": 85.47,
"Tatoeba (jav-eng)": 53.39,
"Tatoeba (ukr-eng)": 82.98,
"Tatoeba (awa-eng)": 74.55,
"Tatoeba (nob-eng)": 90.18,
"Tatoeba (ido-eng)": 70.07,
"Tatoeba (hun-eng)": 74.44,
"Tatoeba (nds-eng)": 52.46,
"Tatoeba (pam-eng)": 5.76,
"Tatoeba (ast-eng)": 62.81,
"Tatoeba (pms-eng)": 35.47,
"Tatoeba (afr-eng)": 85.17,
"Tatoeba (gle-eng)": 56.32,
"Tatoeba (mon-eng)": 77.7
}
]
},
"Classification": {
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"Model": "multilingual-e5-small",
"AllegroReviews": 37.42,
"AmazonCounterfactualClassification (en-ext)": 73.07,
"AmazonCounterfactualClassification (en)": 71.87,
"AmazonCounterfactualClassification (de)": 71.72,
"AmazonCounterfactualClassification (ja)": 61.46,
"AmazonPolarityClassification": 88.61,
"AmazonReviewsClassification (en)": 45.75,
"AmazonReviewsClassification (de)": 41.07,
"AmazonReviewsClassification (es)": 41.37,
"AmazonReviewsClassification (fr)": 39.68,
"AmazonReviewsClassification (ja)": 38.55,
"AmazonReviewsClassification (zh)": 38.31,
"AngryTweetsClassification": 53.57,
"Banking77Classification": 70.44,
"CBD": 63.25,
"DKHateClassification": 60.73,
"DanishPoliticalCommentsClassification": 34.38,
"EmotionClassification": 42.86,
"GeoreviewClassification": 44.66,
"HeadlineClassification": 73.94,
"IFlyTek": 47.35,
"ImdbClassification": 79.57,
"InappropriatenessClassification": 59.16,
"JDReview": 79.34,
"KinopoiskClassification": 49.96,
"LccSentimentClassification": 57.87,
"MTOPDomainClassification (en)": 88.99,
"MTOPDomainClassification (de)": 86.15,
"MTOPDomainClassification (es)": 85.53,
"MTOPDomainClassification (fr)": 81.2,
"MTOPDomainClassification (hi)": 84.07,
"MTOPDomainClassification (th)": 83.16,
"MTOPIntentClassification (en)": 56.69,
"MTOPIntentClassification (de)": 55.88,
"MTOPIntentClassification (es)": 53.15,
"MTOPIntentClassification (fr)": 46.01,
"MTOPIntentClassification (hi)": 52.26,
"MTOPIntentClassification (th)": 54.61,
"MasakhaNEWSClassification (amh)": 84.28,
"MasakhaNEWSClassification (eng)": 75.61,
"MasakhaNEWSClassification (fra)": 77.65,
"MasakhaNEWSClassification (hau)": 73.08,
"MasakhaNEWSClassification (ibo)": 63.9,
"MasakhaNEWSClassification (lin)": 73.37,
"MasakhaNEWSClassification (lug)": 67.89,
"MasakhaNEWSClassification (orm)": 68.77,
"MasakhaNEWSClassification (pcm)": 90.79,
"MasakhaNEWSClassification (run)": 75.4,
"MasakhaNEWSClassification (sna)": 82.76,
"MasakhaNEWSClassification (som)": 59.8,
"MasakhaNEWSClassification (swa)": 69.85,
"MasakhaNEWSClassification (tir)": 68.01,
"MasakhaNEWSClassification (xho)": 72.22,
"MasakhaNEWSClassification (yor)": 73.84,
"MassiveIntentClassification (is)": 41.53,
"MassiveIntentClassification (tl)": 48.7,
"MassiveIntentClassification (he)": 51.11,
"MassiveIntentClassification (ta)": 47.65,
"MassiveIntentClassification (ar)": 47.78,
"MassiveIntentClassification (my)": 45.64,
"MassiveIntentClassification (sl)": 47.71,
"MassiveIntentClassification (af)": 48.74,
"MassiveIntentClassification (de)": 55.52,
"MassiveIntentClassification (pl)": 57.4,
"MassiveIntentClassification (en)": 63.87,
"MassiveIntentClassification (fi)": 55.14,
"MassiveIntentClassification (lv)": 44.93,
"MassiveIntentClassification (fr)": 57.9,
"MassiveIntentClassification (ur)": 50.51,
"MassiveIntentClassification (mn)": 47.38,
"MassiveIntentClassification (it)": 58.8,
"MassiveIntentClassification (ko)": 57.12,
"MassiveIntentClassification (nb)": 53.96,
"MassiveIntentClassification (es)": 59.19,
"MassiveIntentClassification (ja)": 61.58,
"MassiveIntentClassification (da)": 54.63,
"MassiveIntentClassification (zh-TW)": 53.75,
"MassiveIntentClassification (id)": 56.2,
"MassiveIntentClassification (ka)": 39.52,
"MassiveIntentClassification (hi)": 55.69,
"MassiveIntentClassification (cy)": 36.62,
"MassiveIntentClassification (kn)": 47.85,
"MassiveIntentClassification (pt)": 60.12,
"MassiveIntentClassification (th)": 56.26,
"MassiveIntentClassification (fa)": 57.73,
"MassiveIntentClassification (bn)": 50.68,
"MassiveIntentClassification (ml)": 52.81,
"MassiveIntentClassification (ro)": 52.82,
"MassiveIntentClassification (am)": 43.52,
"MassiveIntentClassification (hu)": 53.21,
"MassiveIntentClassification (sw)": 44.84,
"MassiveIntentClassification (ms)": 50.8,
"MassiveIntentClassification (tr)": 56.88,
"MassiveIntentClassification (km)": 33.45,
"MassiveIntentClassification (ru)": 58.43,
"MassiveIntentClassification (az)": 49.32,
"MassiveIntentClassification (te)": 48.85,
"MassiveIntentClassification (nl)": 59.27,
"MassiveIntentClassification (zh-CN)": 62.04,
"MassiveIntentClassification (sq)": 48.68,
"MassiveIntentClassification (vi)": 56.19,
"MassiveIntentClassification (jv)": 42.96,
"MassiveIntentClassification (sv)": 56.6,
"MassiveIntentClassification (hy)": 47.89,
"MassiveIntentClassification (el)": 54.14,
"MassiveScenarioClassification (de)": 65.88,
"MassiveScenarioClassification (nb)": 59.9,
"MassiveScenarioClassification (th)": 65.72,
"MassiveScenarioClassification (ka)": 44.96,
"MassiveScenarioClassification (jv)": 51.39,
"MassiveScenarioClassification (sv)": 65.54,
"MassiveScenarioClassification (fr)": 63.9,
"MassiveScenarioClassification (tl)": 55.3,
"MassiveScenarioClassification (hu)": 61.93,
"MassiveScenarioClassification (ur)": 55.91,
"MassiveScenarioClassification (ms)": 59.18,
"MassiveScenarioClassification (az)": 53.27,
"MassiveScenarioClassification (af)": 58.0,
"MassiveScenarioClassification (zh-TW)": 61.15,
"MassiveScenarioClassification (lv)": 51.0,
"MassiveScenarioClassification (km)": 39.01,
"MassiveScenarioClassification (el)": 62.29,
"MassiveScenarioClassification (bn)": 57.38,
"MassiveScenarioClassification (da)": 62.34,
"MassiveScenarioClassification (ml)": 60.31,
"MassiveScenarioClassification (ro)": 60.0,
"MassiveScenarioClassification (ru)": 63.89,
"MassiveScenarioClassification (it)": 64.03,
"MassiveScenarioClassification (am)": 50.53,
"MassiveScenarioClassification (is)": 49.66,
"MassiveScenarioClassification (ja)": 67.75,
"MassiveScenarioClassification (zh-CN)": 68.96,
"MassiveScenarioClassification (id)": 62.0,
"MassiveScenarioClassification (tr)": 62.14,
"MassiveScenarioClassification (fa)": 63.32,
"MassiveScenarioClassification (ta)": 52.74,
"MassiveScenarioClassification (kn)": 52.73,
"MassiveScenarioClassification (pt)": 62.75,
"MassiveScenarioClassification (cy)": 44.63,
"MassiveScenarioClassification (my)": 51.07,
"MassiveScenarioClassification (es)": 64.43,
"MassiveScenarioClassification (hi)": 62.22,
"MassiveScenarioClassification (te)": 54.86,
"MassiveScenarioClassification (mn)": 52.41,
"MassiveScenarioClassification (ko)": 65.7,
"MassiveScenarioClassification (sl)": 54.05,
"MassiveScenarioClassification (sw)": 52.42,
"MassiveScenarioClassification (hy)": 52.93,
"MassiveScenarioClassification (nl)": 67.01,
"MassiveScenarioClassification (sq)": 56.15,
"MassiveScenarioClassification (fi)": 61.89,
"MassiveScenarioClassification (en)": 69.28,
"MassiveScenarioClassification (vi)": 62.67,
"MassiveScenarioClassification (he)": 59.22,
"MassiveScenarioClassification (ar)": 54.56,
"MassiveScenarioClassification (pl)": 64.25,
"MultilingualSentiment": 64.74,
"NoRecClassification": 53.96,
"NordicLangClassification": 75.15,
"NorwegianParliament": 60.15,
"OnlineShopping": 88.73,
"PAC": 70.55,
"PolEmo2.0-IN": 67.35,
"PolEmo2.0-OUT": 39.13,
"RuReviewsClassification": 61.18,
"RuSciBenchGRNTIClassification": 54.99,
"RuSciBenchOECDClassification": 41.72,
"ScalaDaClassification": 50.3,
"ScalaNbClassification": 50.06,
"TNews": 48.38,
"ToxicConversationsClassification": 63.59,
"TweetSentimentExtractionClassification": 62.79,
"Waimai": 83.9
}
]
},
"Clustering": {
"v_measure": [
{
"Model": "multilingual-e5-small",
"8TagsClustering": 23.92,
"AlloProfClusteringP2P": 60.89,
"AlloProfClusteringS2S": 32.52,
"BiorxivClusteringP2P": 35.84,
"BiorxivClusteringS2S": 27.35,
"CLSClusteringP2P": 39.14,
"CLSClusteringS2S": 37.79,
"GeoreviewClusteringP2P": 58.57,
"HALClusteringS2S": 18.95,
"MLSUMClusteringP2P (ru)": 39.69,
"MLSUMClusteringP2P": 43.2,
"MLSUMClusteringS2S (ru)": 39.9,
"MLSUMClusteringS2S": 37.61,
"MasakhaNEWSClusteringP2P (amh)": 66.2,
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"STS16": 83.9,
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"STSBenchmark": 84.28
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"Summarization": {
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"SummEval": 29.59
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"AmazonReviewsClassification (en)": 45.73,
"Banking77Classification": 83.69,
"EmotionClassification": 45.88,
"ImdbClassification": 83.99,
"MTOPDomainClassification (en)": 91.68,
"MTOPIntentClassification (en)": 72.47,
"MassiveIntentClassification (en)": 71.76,
"MassiveScenarioClassification (en)": 75.67,
"ToxicConversationsClassification": 70.87,
"TweetSentimentExtractionClassification": 59.2
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"ArxivClusteringP2P": 44.82,
"ArxivClusteringS2S": 35.32,
"BiorxivClusteringP2P": 38.19,
"BiorxivClusteringS2S": 31.83,
"MedrxivClusteringP2P": 34.08,
"MedrxivClusteringS2S": 30.98,
"RedditClustering": 54.92,
"RedditClusteringP2P": 60.23,
"StackExchangeClustering": 61.81,
"StackExchangeClusteringP2P": 34.03,
"TwentyNewsgroupsClustering": 48.56
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]
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"PairClassification": {
"max_ap": [
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"Model": "nomic-embed-text-v1.5-256",
"SprintDuplicateQuestions": 92.31,
"TwitterSemEval2015": 73.61,
"TwitterURLCorpus": 86.34
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"Model": "nomic-embed-text-v1.5-256",
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"Reranking": {
"map": [
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"AskUbuntuDupQuestions": 61.34,
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"SciDocsRR": 79.4,
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"Retrieval": {
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"ClimateFEVER": 39.63,
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"FEVER": 84.4,
"FiQA2018": 35.0,
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"TRECCOVID": 80.65,
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"STS": {
"cosine_spearman": [
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"SICK-R": 79.24,
"STS12": 78.16,
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"Banking77Classification": 84.15,
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"ImdbClassification": 85.47,
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"BiorxivClusteringP2P": 38.41,
"BiorxivClusteringS2S": 32.28,
"MedrxivClusteringP2P": 34.47,
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"RedditClustering": 55.9,
"RedditClusteringP2P": 60.58,
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"StackExchangeClusteringP2P": 33.81,
"TwentyNewsgroupsClustering": 49.36
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]
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"PairClassification": {
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"Model": "nomic-embed-text-v1.5-512",
"SprintDuplicateQuestions": 92.91,
"TwitterSemEval2015": 74.3,
"TwitterURLCorpus": 86.57
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"Model": "nomic-embed-text-v1.5-512",
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"TwitterSemEval2015": 74.3,
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"AmazonReviewsClassification (en)": 41.02,
"Banking77Classification": 80.63,
"EmotionClassification": 40.55,
"ImdbClassification": 76.6,
"MTOPDomainClassification (en)": 86.31,
"MTOPIntentClassification (en)": 62.77,
"MassiveIntentClassification (en)": 64.95,
"MassiveScenarioClassification (en)": 70.38,
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"TweetSentimentExtractionClassification": 55.23
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"Model": "nomic-embed-text-v1.5-64",
"ArxivClusteringP2P": 41.8,
"ArxivClusteringS2S": 32.41,
"BiorxivClusteringP2P": 34.81,
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"MedrxivClusteringP2P": 32.73,
"MedrxivClusteringS2S": 29.91,
"RedditClustering": 50.31,
"RedditClusteringP2P": 56.57,
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"StackExchangeClusteringP2P": 33.64,
"TwentyNewsgroupsClustering": 44.61
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"Model": "nomic-embed-text-v1.5-64",
"SprintDuplicateQuestions": 90.06,
"TwitterSemEval2015": 71.68,
"TwitterURLCorpus": 85.03
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"Model": "nomic-embed-text-v1.5-64",
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"ClimateFEVER": 31.48,
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"STS": {
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"BIOSSES": 77.18,
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"LccSentimentClassification": 54.07,
"MassiveIntentClassification (da)": 53.16,
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"MassiveIntentClassification (sv)": 52.08,
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"NordicLangClassification": 82.67,
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"ScalaNbClassification": 60.19
}
]
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"MassiveIntentClassification (da)": 45.98,
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"MassiveIntentClassification (sv)": 48.47,
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"ScalaNbClassification": 66.79
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]
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"BUCC (de-en)": 97.11,
"BUCC (fr-en)": 94.99,
"BUCC (ru-en)": 95.06,
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"BornholmBitextMining": 19.67,
"Tatoeba (afr-eng)": 58.22,
"Tatoeba (amh-eng)": 36.21,
"Tatoeba (ang-eng)": 10.24,
"Tatoeba (ara-eng)": 87.93,
"Tatoeba (arq-eng)": 18.6,
"Tatoeba (arz-eng)": 51.26,
"Tatoeba (ast-eng)": 62.17,
"Tatoeba (awa-eng)": 33.43,
"Tatoeba (aze-eng)": 62.1,
"Tatoeba (bel-eng)": 67.73,
"Tatoeba (ben-eng)": 36.48,
"Tatoeba (ber-eng)": 4.43,
"Tatoeba (bos-eng)": 93.27,
"Tatoeba (bre-eng)": 5.56,
"Tatoeba (bul-eng)": 92.65,
"Tatoeba (cat-eng)": 94.42,
"Tatoeba (cbk-eng)": 55.37,
"Tatoeba (ceb-eng)": 8.05,
"Tatoeba (ces-eng)": 95.12,
"Tatoeba (cha-eng)": 15.98,
"Tatoeba (cmn-eng)": 94.93,
"Tatoeba (cor-eng)": 3.42,
"Tatoeba (csb-eng)": 21.56,
"Tatoeba (cym-eng)": 13.25,
"Tatoeba (dan-eng)": 94.8,
"Tatoeba (deu-eng)": 97.02,
"Tatoeba (dsb-eng)": 33.43,
"Tatoeba (dtp-eng)": 5.69,
"Tatoeba (ell-eng)": 95.43,
"Tatoeba (epo-eng)": 41.73,
"Tatoeba (est-eng)": 97.33,
"Tatoeba (eus-eng)": 23.18,
"Tatoeba (fao-eng)": 27.51,
"Tatoeba (fin-eng)": 93.1,
"Tatoeba (fra-eng)": 91.72,
"Tatoeba (fry-eng)": 31.13,
"Tatoeba (gla-eng)": 3.61,
"Tatoeba (gle-eng)": 11.62,
"Tatoeba (glg-eng)": 94.0,
"Tatoeba (gsw-eng)": 25.74,
"Tatoeba (heb-eng)": 86.88,
"Tatoeba (hin-eng)": 97.62,
"Tatoeba (hrv-eng)": 95.98,
"Tatoeba (hsb-eng)": 36.1,
"Tatoeba (hun-eng)": 91.58,
"Tatoeba (hye-eng)": 93.28,
"Tatoeba (ido-eng)": 40.25,
"Tatoeba (ile-eng)": 57.71,
"Tatoeba (ina-eng)": 79.13,
"Tatoeba (ind-eng)": 92.74,
"Tatoeba (isl-eng)": 24.07,
"Tatoeba (ita-eng)": 93.05,
"Tatoeba (jav-eng)": 17.04,
"Tatoeba (jpn-eng)": 90.41,
"Tatoeba (kab-eng)": 1.16,
"Tatoeba (kat-eng)": 95.44,
"Tatoeba (kaz-eng)": 34.89,
"Tatoeba (khm-eng)": 32.11,
"Tatoeba (kor-eng)": 92.52,
"Tatoeba (kur-eng)": 46.94,
"Tatoeba (kzj-eng)": 6.24,
"Tatoeba (lat-eng)": 19.47,
"Tatoeba (lfn-eng)": 47.02,
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"Tatoeba (lvs-eng)": 97.87,
"Tatoeba (mal-eng)": 32.2,
"Tatoeba (mar-eng)": 92.38,
"Tatoeba (max-eng)": 45.25,
"Tatoeba (mhr-eng)": 6.89,
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"Tatoeba (nds-eng)": 32.16,
"Tatoeba (nld-eng)": 94.58,
"Tatoeba (nno-eng)": 76.34,
"Tatoeba (nob-eng)": 97.73,
"Tatoeba (nov-eng)": 47.99,
"Tatoeba (oci-eng)": 38.57,
"Tatoeba (orv-eng)": 15.1,
"Tatoeba (pam-eng)": 5.41,
"Tatoeba (pes-eng)": 92.59,
"Tatoeba (pms-eng)": 30.7,
"Tatoeba (pol-eng)": 94.28,
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"Tatoeba (ron-eng)": 95.3,
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"Tatoeba (slk-eng)": 95.15,
"Tatoeba (slv-eng)": 96.92,
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"Tatoeba (swh-eng)": 14.48,
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"Tatoeba (tzl-eng)": 25.46,
"Tatoeba (uig-eng)": 24.39,
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"Tatoeba (war-eng)": 7.25,
"Tatoeba (wuu-eng)": 76.0,
"Tatoeba (xho-eng)": 4.52,
"Tatoeba (yid-eng)": 14.38,
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"Tatoeba (zsm-eng)": 95.31
}
]
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"Classification": {
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"AmazonCounterfactualClassification (de)": 68.36,
"AmazonCounterfactualClassification (en)": 71.55,
"AmazonCounterfactualClassification (en-ext)": 70.01,
"AmazonCounterfactualClassification (ja)": 63.37,
"AmazonPolarityClassification": 69.21,
"AmazonReviewsClassification (de)": 35.91,
"AmazonReviewsClassification (en)": 35.12,
"AmazonReviewsClassification (es)": 37.49,
"AmazonReviewsClassification (fr)": 35.29,
"AmazonReviewsClassification (ja)": 33.21,
"AmazonReviewsClassification (zh)": 35.24,
"AngryTweetsClassification": 50.9,
"Banking77Classification": 79.8,
"CBD": 57.71,
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"EmotionClassification": 42.32,
"GeoreviewClassification": 38.24,
"HeadlineClassification": 68.3,
"IFlyTek": 39.88,
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"InappropriatenessClassification": 58.18,
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"MTOPDomainClassification (de)": 79.21,
"MTOPDomainClassification (en)": 87.03,
"MTOPDomainClassification (es)": 83.06,
"MTOPDomainClassification (fr)": 78.64,
"MTOPDomainClassification (hi)": 81.36,
"MTOPDomainClassification (th)": 79.97,
"MTOPIntentClassification (de)": 54.21,
"MTOPIntentClassification (en)": 65.5,
"MTOPIntentClassification (es)": 60.3,
"MTOPIntentClassification (fr)": 54.01,
"MTOPIntentClassification (hi)": 59.92,
"MTOPIntentClassification (th)": 61.97,
"MasakhaNEWSClassification (fra)": 71.68,
"MasakhaNEWSClassification (amh)": 64.28,
"MasakhaNEWSClassification (eng)": 74.7,
"MasakhaNEWSClassification (hau)": 47.96,
"MasakhaNEWSClassification (ibo)": 42.46,
"MasakhaNEWSClassification (lin)": 59.26,
"MasakhaNEWSClassification (lug)": 42.29,
"MasakhaNEWSClassification (orm)": 34.98,
"MasakhaNEWSClassification (pcm)": 89.54,
"MasakhaNEWSClassification (run)": 47.2,
"MasakhaNEWSClassification (sna)": 57.56,
"MasakhaNEWSClassification (som)": 34.8,
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"MasakhaNEWSClassification (tir)": 27.94,
"MasakhaNEWSClassification (xho)": 44.81,
"MasakhaNEWSClassification (yor)": 52.92,
"MassiveIntentClassification (pl)": 59.48,
"MassiveIntentClassification (fr)": 60.24,
"MassiveIntentClassification (de)": 50.71,
"MassiveIntentClassification (he)": 52.55,
"MassiveIntentClassification (th)": 58.92,
"MassiveIntentClassification (sw)": 29.56,
"MassiveIntentClassification (zh-TW)": 58.74,
"MassiveIntentClassification (vi)": 56.62,
"MassiveIntentClassification (ko)": 50.36,
"MassiveIntentClassification (en)": 66.89,
"MassiveIntentClassification (hy)": 51.6,
"MassiveIntentClassification (tl)": 33.67,
"MassiveIntentClassification (nl)": 59.52,
"MassiveIntentClassification (ur)": 52.79,
"MassiveIntentClassification (fi)": 57.56,
"MassiveIntentClassification (am)": 36.77,
"MassiveIntentClassification (ka)": 43.03,
"MassiveIntentClassification (it)": 59.66,
"MassiveIntentClassification (kn)": 41.0,
"MassiveIntentClassification (cy)": 26.13,
"MassiveIntentClassification (lv)": 54.72,
"MassiveIntentClassification (sq)": 56.6,
"MassiveIntentClassification (ms)": 54.81,
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"MassiveScenarioClassification (en)": 71.54,
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"MassiveScenarioClassification (zh-TW)": 65.72,
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"MassiveScenarioClassification (sq)": 64.34,
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"GeoreviewClusteringP2P": 53.37,
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"MasakhaNEWSClusteringP2P (amh)": 40.36,
"MasakhaNEWSClusteringP2P (eng)": 49.96,
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"TwentyNewsgroupsClustering": 39.99
}
]
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"PairClassification": {
"max_ap": [
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"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"CDSC-E": 72.22,
"OpusparcusPC (fr)": 92.01,
"PPC": 91.8,
"PSC": 97.14,
"PawsXPairClassification (fr)": 56.94,
"SICK-E-PL": 71.94,
"SprintDuplicateQuestions": 89.46,
"TwitterSemEval2015": 62.06,
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"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"CDSC-E": 72.32,
"OpusparcusPC (fr)": 92.01,
"OpusparcusPC (de)": 96.63,
"OpusparcusPC (en)": 98.59,
"OpusparcusPC (fi)": 93.2,
"OpusparcusPC (ru)": 88.25,
"OpusparcusPC (sv)": 93.99,
"PPC": 92.36,
"PSC": 97.14,
"PawsXPairClassification (fr)": 57.13,
"PawsXPairClassification (de)": 53.34,
"PawsXPairClassification (en)": 55.94,
"PawsXPairClassification (es)": 54.61,
"PawsXPairClassification (ja)": 48.84,
"PawsXPairClassification (ko)": 49.86,
"PawsXPairClassification (zh)": 54.59,
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"TERRa": 58.56,
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"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"CDSC-E": 72.22,
"OpusparcusPC (de)": 96.63,
"OpusparcusPC (en)": 98.59,
"OpusparcusPC (fi)": 93.2,
"OpusparcusPC (fr)": 92.01,
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"PawsXPairClassification (de)": 53.26,
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"PawsXPairClassification (es)": 54.61,
"PawsXPairClassification (fr)": 56.94,
"PawsXPairClassification (ja)": 48.66,
"PawsXPairClassification (ko)": 49.69,
"PawsXPairClassification (zh)": 54.3,
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"SprintDuplicateQuestions": 89.46,
"TERRa": 58.56,
"TwitterSemEval2015": 62.06,
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}
]
},
"Reranking": {
"map": [
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
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"AskUbuntuDupQuestions": 60.49,
"MMarcoReranking": 16.14,
"MindSmallReranking": 30.37,
"RuBQReranking": 52.8,
"SciDocsRR": 77.78,
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}
]
},
"Retrieval": {
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"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"AILACasedocs": 13.66,
"AILAStatutes": 20.52,
"ARCChallenge": 6.19,
"AlloprofRetrieval": 26.63,
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"AppsRetrieval": 2.0,
"ArguAna": 44.88,
"ArguAna-PL": 37.86,
"BSARDRetrieval": 9.6,
"CQADupstackRetrieval": 30.7,
"ClimateFEVER": 18.49,
"CmedqaRetrieval": 10.78,
"CodeFeedbackMT": 12.53,
"CodeFeedbackST": 32.53,
"CodeSearchNetCCRetrieval (python)": 44.49,
"CodeSearchNetCCRetrieval (javascript)": 43.56,
"CodeSearchNetCCRetrieval (go)": 28.54,
"CodeSearchNetCCRetrieval (ruby)": 43.84,
"CodeSearchNetCCRetrieval (java)": 26.23,
"CodeSearchNetCCRetrieval (php)": 16.3,
"CodeSearchNetRetrieval (python)": 58.15,
"CodeSearchNetRetrieval (javascript)": 46.41,
"CodeSearchNetRetrieval (go)": 61.49,
"CodeSearchNetRetrieval (ruby)": 56.44,
"CodeSearchNetRetrieval (java)": 32.49,
"CodeSearchNetRetrieval (php)": 45.01,
"CodeTransOceanContest": 25.67,
"CodeTransOceanDL": 11.65,
"CosQA": 14.24,
"CovidRetrieval": 30.11,
"DBPedia": 22.63,
"DBPedia-PL": 18.0,
"DuRetrieval": 34.72,
"EcomRetrieval": 13.32,
"FEVER": 52.66,
"FiQA-PL": 12.49,
"FiQA2018": 20.33,
"GerDaLIRSmall": 2.62,
"HellaSwag": 16.98,
"HotpotQA": 30.01,
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"LEMBNarrativeQARetrieval": 13.82,
"LEMBQMSumRetrieval": 11.02,
"LEMBSummScreenFDRetrieval": 38.12,
"LEMBWikimQARetrieval": 40.84,
"LeCaRDv2": 32.03,
"LegalBenchConsumerContractsQA": 49.81,
"LegalBenchCorporateLobbying": 88.51,
"LegalQuAD": 13.31,
"LegalSummarization": 54.97,
"MMarcoRetrieval": 46.62,
"MSMARCO": 23.72,
"MSMARCO-PL": 10.39,
"MedicalRetrieval": 15.46,
"MintakaRetrieval (fr)": 21.53,
"MintakaRetrieval (ar)": 12.61,
"MintakaRetrieval (de)": 21.77,
"MintakaRetrieval (es)": 21.59,
"MintakaRetrieval (hi)": 16.76,
"MintakaRetrieval (it)": 22.23,
"MintakaRetrieval (ja)": 14.33,
"MintakaRetrieval (pt)": 22.52,
"NFCorpus": 23.45,
"NFCorpus-PL": 17.17,
"NQ": 29.8,
"NQ-PL": 12.56,
"PIQA": 15.79,
"Quail": 2.96,
"Quora-PL": 77.18,
"QuoraRetrieval": 86.55,
"RARbCode": 8.48,
"RARbMath": 30.02,
"RiaNewsRetrieval": 44.82,
"RuBQRetrieval": 29.7,
"SCIDOCS": 13.78,
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"SIQA": 0.88,
"SciFact": 48.37,
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"SpartQA": 4.94,
"StackOverflowQA": 37.94,
"SyntecRetrieval": 65.54,
"SyntheticText2SQL": 30.57,
"T2Retrieval": 30.31,
"TRECCOVID": 39.12,
"TRECCOVID-PL": 34.23,
"TempReasonL1": 1.43,
"TempReasonL2Fact": 6.21,
"TempReasonL2Pure": 0.22,
"TempReasonL3Fact": 6.77,
"TempReasonL3Pure": 4.9,
"Touche2020": 16.06,
"VideoRetrieval": 14.71,
"WinoGrande": 46.52,
"XPQARetrieval (fr)": 42.51,
"XPQARetrieval (ara-ara)": 22.97,
"XPQARetrieval (eng-ara)": 17.17,
"XPQARetrieval (ara-eng)": 25.5,
"XPQARetrieval (deu-deu)": 42.62,
"XPQARetrieval (eng-deu)": 26.52,
"XPQARetrieval (deu-eng)": 48.73,
"XPQARetrieval (spa-spa)": 38.24,
"XPQARetrieval (eng-spa)": 26.09,
"XPQARetrieval (spa-eng)": 41.51,
"XPQARetrieval (fra-fra)": 42.51,
"XPQARetrieval (eng-fra)": 26.09,
"XPQARetrieval (fra-eng)": 43.08,
"XPQARetrieval (hin-hin)": 52.09,
"XPQARetrieval (eng-hin)": 24.08,
"XPQARetrieval (hin-eng)": 49.11,
"XPQARetrieval (ita-ita)": 51.63,
"XPQARetrieval (eng-ita)": 29.34,
"XPQARetrieval (ita-eng)": 46.53,
"XPQARetrieval (jpn-jpn)": 51.57,
"XPQARetrieval (eng-jpn)": 23.87,
"XPQARetrieval (jpn-eng)": 44.93,
"XPQARetrieval (kor-kor)": 21.36,
"XPQARetrieval (eng-kor)": 21.51,
"XPQARetrieval (kor-eng)": 22.59,
"XPQARetrieval (pol-pol)": 28.5,
"XPQARetrieval (eng-pol)": 17.08,
"XPQARetrieval (pol-eng)": 26.54,
"XPQARetrieval (por-por)": 32.33,
"XPQARetrieval (eng-por)": 19.76,
"XPQARetrieval (por-eng)": 34.21,
"XPQARetrieval (tam-tam)": 6.37,
"XPQARetrieval (eng-tam)": 5.36,
"XPQARetrieval (tam-eng)": 9.03,
"XPQARetrieval (cmn-cmn)": 44.16,
"XPQARetrieval (eng-cmn)": 19.03,
"XPQARetrieval (cmn-eng)": 40.08
}
]
},
"STS": {
"cosine_spearman": [
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"AFQMC": 14.3,
"ATEC": 18.42,
"BIOSSES": 74.18,
"BQ": 38.53,
"CDSC-R": 88.98,
"LCQMC": 63.96,
"PAWSX": 10.13,
"RUParaPhraserSTS": 61.87,
"RuSTSBenchmarkSTS": 79.55,
"SICK-R": 79.61,
"SICK-R-PL": 68.77,
"SICKFr": 75.1,
"STS12": 76.02,
"STS13": 80.7,
"STS14": 78.85,
"STS15": 85.84,
"STS16": 81.05,
"STS17 (es-es)": 85.56,
"STS17 (nl-en)": 81.71,
"STS17 (ko-ko)": 77.03,
"STS17 (en-ar)": 81.22,
"STS17 (it-en)": 82.35,
"STS17 (en-tr)": 76.74,
"STS17 (en-de)": 84.22,
"STS17 (fr-en)": 76.59,
"STS17 (en-en)": 86.87,
"STS17 (ar-ar)": 79.16,
"STS17 (es-en)": 84.44,
"STS22 (pl)": 33.74,
"STS22 (es)": 56.56,
"STS22 (en)": 62.07,
"STS22 (fr)": 70.55,
"STS22 (es-en)": 67.33,
"STS22 (fr-pl)": 50.71,
"STS22 (pl-en)": 69.02,
"STS22 (de-fr)": 51.73,
"STS22 (de)": 44.64,
"STS22 (ar)": 46.2,
"STS22 (de-pl)": 44.22,
"STS22 (zh-en)": 65.71,
"STS22 (it)": 55.22,
"STS22 (tr)": 53.39,
"STS22 (ru)": 57.08,
"STS22 (zh)": 58.75,
"STS22 (es-it)": 47.67,
"STS22 (de-en)": 52.65,
"STSB": 78.91,
"STSBenchmark": 84.42,
"STSBenchmarkMultilingualSTS (es)": 81.1,
"STSBenchmarkMultilingualSTS (zh)": 80.47,
"STSBenchmarkMultilingualSTS (en)": 84.42,
"STSBenchmarkMultilingualSTS (de)": 78.87,
"STSBenchmarkMultilingualSTS (nl)": 79.54,
"STSBenchmarkMultilingualSTS (pl)": 78.29,
"STSBenchmarkMultilingualSTS (fr)": 79.9,
"STSBenchmarkMultilingualSTS (pt)": 80.16,
"STSBenchmarkMultilingualSTS (it)": 80.39,
"STSBenchmarkMultilingualSTS (ru)": 79.32
},
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"BIOSSES": 74.18,
"CDSC-R": 88.98,
"SICK-R": 79.61,
"SICK-R-PL": 68.77,
"SICKFr": 75.1,
"STS12": 76.02,
"STS13": 80.7,
"STS14": 78.85,
"STS15": 85.84,
"STS16": 81.05,
"STS17 (ar-ar)": 79.16,
"STS17 (en-ar)": 81.22,
"STS17 (en-de)": 84.22,
"STS17 (en-en)": 86.87,
"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 (pl)": 33.73,
"STS22 (fr)": 70.55,
"STSBenchmark": 84.42,
"STSBenchmarkMultilingualSTS (fr)": 79.9
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"SummEval": 30.67,
"SummEvalFr": 29.2
},
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"SummEval": 30.67,
"SummEvalFr": 29.2
},
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"SummEval": 30.67,
"SummEvalFr": 29.2
}
]
},
"MultilabelClassification": {
"accuracy": [
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"CEDRClassification": 37.76,
"SensitiveTopicsClassification": 24.84
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"Core17InstructionRetrieval": -0.62,
"News21InstructionRetrieval": -0.37,
"Robust04InstructionRetrieval": -2.94
}
]
}
},
"paraphrase-multilingual-mpnet-base-v2": {
"BitextMining": {
"f1": [
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"Model": "paraphrase-multilingual-mpnet-base-v2",
"BUCC (de-en)": 98.59,
"BUCC (fr-en)": 96.89,
"BUCC (ru-en)": 96.44,
"BUCC (zh-en)": 97.56,
"BornholmBitextMining": 18.18,
"Tatoeba (rus-eng)": 92.92,
"Tatoeba (slv-eng)": 97.08,
"Tatoeba (fin-eng)": 95.92,
"Tatoeba (arq-eng)": 19.84,
"Tatoeba (ukr-eng)": 92.67,
"Tatoeba (csb-eng)": 23.73,
"Tatoeba (uzb-eng)": 23.19,
"Tatoeba (tgl-eng)": 17.67,
"Tatoeba (nno-eng)": 81.41,
"Tatoeba (xho-eng)": 6.53,
"Tatoeba (jpn-eng)": 92.51,
"Tatoeba (kor-eng)": 93.07,
"Tatoeba (tel-eng)": 79.73,
"Tatoeba (slk-eng)": 96.62,
"Tatoeba (gsw-eng)": 25.12,
"Tatoeba (ceb-eng)": 7.39,
"Tatoeba (pes-eng)": 93.47,
"Tatoeba (cor-eng)": 3.53,
"Tatoeba (mal-eng)": 88.46,
"Tatoeba (deu-eng)": 97.73,
"Tatoeba (glg-eng)": 95.32,
"Tatoeba (isl-eng)": 59.25,
"Tatoeba (tuk-eng)": 14.91,
"Tatoeba (ido-eng)": 43.91,
"Tatoeba (gle-eng)": 16.85,
"Tatoeba (ron-eng)": 96.43,
"Tatoeba (epo-eng)": 55.12,
"Tatoeba (tat-eng)": 10.89,
"Tatoeba (war-eng)": 7.42,
"Tatoeba (hye-eng)": 94.38,
"Tatoeba (arz-eng)": 55.69,
"Tatoeba (nob-eng)": 98.53,
"Tatoeba (amh-eng)": 53.49,
"Tatoeba (dtp-eng)": 5.03,
"Tatoeba (lvs-eng)": 97.53,
"Tatoeba (tam-eng)": 73.6,
"Tatoeba (ben-eng)": 64.9,
"Tatoeba (hin-eng)": 97.75,
"Tatoeba (kat-eng)": 95.46,
"Tatoeba (fao-eng)": 38.24,
"Tatoeba (gla-eng)": 4.72,
"Tatoeba (urd-eng)": 95.12,
"Tatoeba (mar-eng)": 93.83,
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"SICKFr": 75.56,
"STS12": 77.9,
"STS13": 85.11,
"STS14": 80.81,
"STS15": 87.48,
"STS16": 83.2,
"STS17 (ko-ko)": 83.41,
"STS17 (nl-en)": 82.51,
"STS17 (en-tr)": 74.9,
"STS17 (en-ar)": 80.85,
"STS17 (es-en)": 86.11,
"STS17 (fr-en)": 81.17,
"STS17 (ar-ar)": 79.1,
"STS17 (it-en)": 84.24,
"STS17 (en-de)": 83.28,
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"STS17 (en-en)": 86.99,
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"STS22 (it)": 60.65,
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"STS22 (de)": 46.7,
"STS22 (zh)": 61.75,
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"STS22 (de-en)": 50.81,
"STS22 (pl-en)": 73.07,
"STS22 (en)": 63.52,
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"STS22 (de-fr)": 62.34,
"STS22 (de-pl)": 40.53,
"STS22 (zh-en)": 67.96,
"STS22 (fr-pl)": 84.52,
"STSB": 80.84,
"STSBenchmark": 86.82,
"STSBenchmarkMultilingualSTS (es)": 84.61,
"STSBenchmarkMultilingualSTS (pt)": 84.0,
"STSBenchmarkMultilingualSTS (nl)": 83.36,
"STSBenchmarkMultilingualSTS (de)": 83.56,
"STSBenchmarkMultilingualSTS (pl)": 81.46,
"STSBenchmarkMultilingualSTS (ru)": 82.45,
"STSBenchmarkMultilingualSTS (fr)": 84.69,
"STSBenchmarkMultilingualSTS (en)": 86.82,
"STSBenchmarkMultilingualSTS (it)": 84.09,
"STSBenchmarkMultilingualSTS (zh)": 81.98
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"Model": "paraphrase-multilingual-mpnet-base-v2",
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"STS17 (it-en)": 84.24,
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"STSBenchmark": 86.82,
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{
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"Robust04InstructionRetrieval": -3.99
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"MassiveIntentClassification (zh-CN)": 5.21,
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"MassiveIntentClassification (kn)": 2.06,
"MassiveIntentClassification (ka)": 2.64,
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"MassiveIntentClassification (ur)": 2.45,
"MassiveIntentClassification (fa)": 3.34,
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"MassiveIntentClassification (is)": 24.85,
"MassiveIntentClassification (en)": 50.16,
"MassiveIntentClassification (hu)": 25.52,
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"MassiveIntentClassification (th)": 3.74,
"MassiveIntentClassification (de)": 32.1,
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"MassiveIntentClassification (pt)": 34.35,
"MassiveIntentClassification (sq)": 32.38,
"MassiveIntentClassification (zh-TW)": 6.81,
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"MassiveIntentClassification (da)": 33.95,
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"MassiveIntentClassification (ms)": 28.94,
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"MassiveIntentClassification (id)": 33.56,
"MassiveIntentClassification (cy)": 31.68,
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"MassiveIntentClassification (bn)": 3.08,
"MassiveIntentClassification (sv)": 30.23,
"MassiveIntentClassification (ru)": 57.98,
"MassiveIntentClassification (az)": 23.58,
"MassiveIntentClassification (it)": 35.24,
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"MassiveIntentClassification (vi)": 23.72,
"MassiveIntentClassification (ta)": 1.5,
"MassiveIntentClassification (he)": 2.25,
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"MassiveIntentClassification (km)": 5.14,
"MassiveScenarioClassification (zh-CN)": 10.6,
"MassiveScenarioClassification (ko)": 5.63,
"MassiveScenarioClassification (hi)": 7.41,
"MassiveScenarioClassification (kn)": 7.6,
"MassiveScenarioClassification (ka)": 7.01,
"MassiveScenarioClassification (am)": 7.68,
"MassiveScenarioClassification (my)": 10.73,
"MassiveScenarioClassification (el)": 17.95,
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"MassiveScenarioClassification (ml)": 6.92,
"MassiveScenarioClassification (mn)": 33.7,
"MassiveScenarioClassification (ur)": 8.53,
"MassiveScenarioClassification (fa)": 6.62,
"MassiveScenarioClassification (ro)": 40.02,
"MassiveScenarioClassification (is)": 33.1,
"MassiveScenarioClassification (en)": 61.29,
"MassiveScenarioClassification (hu)": 36.41,
"MassiveScenarioClassification (fr)": 42.9,
"MassiveScenarioClassification (th)": 8.26,
"MassiveScenarioClassification (de)": 42.07,
"MassiveScenarioClassification (tr)": 34.85,
"MassiveScenarioClassification (pt)": 40.79,
"MassiveScenarioClassification (sq)": 42.66,
"MassiveScenarioClassification (zh-TW)": 11.93,
"MassiveScenarioClassification (hy)": 8.78,
"MassiveScenarioClassification (da)": 43.69,
"MassiveScenarioClassification (af)": 40.84,
"MassiveScenarioClassification (ar)": 11.86,
"MassiveScenarioClassification (jv)": 37.23,
"MassiveScenarioClassification (te)": 6.91,
"MassiveScenarioClassification (tl)": 38.16,
"MassiveScenarioClassification (sw)": 35.66,
"MassiveScenarioClassification (ja)": 10.6,
"MassiveScenarioClassification (ms)": 38.97,
"MassiveScenarioClassification (nb)": 39.05,
"MassiveScenarioClassification (fi)": 35.19,
"MassiveScenarioClassification (id)": 39.54,
"MassiveScenarioClassification (cy)": 39.85,
"MassiveScenarioClassification (sl)": 35.98,
"MassiveScenarioClassification (es)": 37.13,
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"MassiveScenarioClassification (sv)": 36.12,
"MassiveScenarioClassification (ru)": 62.9,
"MassiveScenarioClassification (az)": 30.32,
"MassiveScenarioClassification (it)": 42.69,
"MassiveScenarioClassification (pl)": 31.62,
"MassiveScenarioClassification (vi)": 31.89,
"MassiveScenarioClassification (ta)": 7.01,
"MassiveScenarioClassification (he)": 7.61,
"MassiveScenarioClassification (nl)": 40.94,
"MassiveScenarioClassification (km)": 8.51,
"RuReviewsClassification": 60.66,
"RuSciBenchGRNTIClassification": 52.93,
"RuSciBenchOECDClassification": 40.79,
"ToxicConversationsClassification": 57.77,
"TweetSentimentExtractionClassification": 55.3
}
]
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"Clustering": {
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"ArxivClusteringP2P": 24.83,
"ArxivClusteringS2S": 16.68,
"BiorxivClusteringP2P": 20.0,
"BiorxivClusteringS2S": 12.67,
"GeoreviewClusteringP2P": 59.71,
"MLSUMClusteringP2P (ru)": 40.02,
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"MedrxivClusteringP2P": 20.79,
"MedrxivClusteringS2S": 18.18,
"RedditClustering": 26.28,
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"RuSciBenchOECDClusteringP2P": 41.44,
"StackExchangeClustering": 33.51,
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]
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"TERRa": 56.09
},
{
"Model": "rubert-tiny-turbo",
"OpusparcusPC (ru)": 87.58,
"TERRa": 56.27
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]
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"Reranking": {
"map": [
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"MIRACLReranking (ru)": 47.73
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{
"Model": "rubert-tiny-turbo",
"RuBQReranking": 62.15
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]
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"Retrieval": {
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"AILACasedocs": 7.43,
"AILAStatutes": 13.62,
"ARCChallenge": 3.85,
"AlphaNLI": 14.15,
"ArguAna": 32.03,
"ClimateFEVER": 5.56,
"DBPedia": 9.61,
"MIRACLRetrieval (ru)": 37.07,
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"RuBQRetrieval": 51.73
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"STS": {
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"RUParaPhraserSTS": 72.15,
"RuSTSBenchmarkSTS": 78.48,
"STS22 (zh)": 32.83,
"STS22 (de-fr)": 17.5,
"STS22 (pl-en)": 42.08,
"STS22 (ru)": 60.06,
"STS22 (fr)": 42.0,
"STS22 (de)": 8.16,
"STS22 (tr)": 15.46,
"STS22 (de-en)": 21.55,
"STS22 (it)": 39.69,
"STS22 (pl)": 9.71,
"STS22 (fr-pl)": 39.44,
"STS22 (de-pl)": 25.53,
"STS22 (ar)": 27.95,
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"STS22 (es-it)": 32.83,
"STS22 (es)": 45.31,
"STS22 (zh-en)": 31.25,
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"rubert-tiny2": {
"BitextMining": {
"f1": []
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"Classification": {
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"GeoreviewClassification": 39.64,
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"MassiveIntentClassification (ru)": 50.83,
"MassiveScenarioClassification (ru)": 59.15,
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"RuSciBenchOECDClassification": 35.48
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]
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"Clustering": {
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{
"Model": "rubert-tiny2",
"TERRa": 51.87
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]
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"Reranking": {
"map": [
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{
"Model": "rubert-tiny2",
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]
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"Retrieval": {
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"MIRACLRetrieval (ru)": 1.89,
"RiaNewsRetrieval": 13.92,
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"STS": {
"cosine_spearman": [
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"RuSTSBenchmarkSTS": 69.43,
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"Summarization": {
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"sbert_large_mt_nlu_ru": {
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"Classification": {
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"HeadlineClassification": 77.19,
"InappropriatenessClassification": 64.64,
"KinopoiskClassification": 50.33,
"MassiveIntentClassification (ru)": 61.42,
"MassiveScenarioClassification (ru)": 68.13,
"RuReviewsClassification": 58.29,
"RuSciBenchGRNTIClassification": 54.19,
"RuSciBenchOECDClassification": 43.8
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"Clustering": {
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"RuSciBenchOECDClusteringP2P": 45.36
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"PairClassification": {
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"TERRa": 51.97
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"Model": "sentence-t5-large",
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"ImdbClassification": 87.01,
"MTOPDomainClassification (de)": 80.56,
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"MassiveIntentClassification (id)": 34.55,
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"MassiveIntentClassification (it)": 52.94,
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"MassiveIntentClassification (jv)": 32.42,
"MassiveIntentClassification (ka)": 2.71,
"MassiveIntentClassification (km)": 5.5,
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"MassiveScenarioClassification (af)": 50.28,
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"ToxicConversationsClassification": 71.73,
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"Clustering": {
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"ArxivClusteringP2P": 41.62,
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"MLSUMClusteringS2S": 31.87,
"MasakhaNEWSClusteringP2P (fra)": 58.6,
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"MedrxivClusteringP2P": 32.4,
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"RedditClustering": 54.53,
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}
]
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"PairClassification": {
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"Model": "sentence-t5-large",
"OpusparcusPC (fr)": 91.19,
"PawsXPairClassification (fr)": 59.59,
"SprintDuplicateQuestions": 89.01,
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},
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"Model": "sentence-t5-large",
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}
]
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"Reranking": {
"map": [
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"Model": "sentence-t5-large",
"AlloprofReranking": 57.99,
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"MindSmallReranking": 30.27,
"SciDocsRR": 74.88,
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}
]
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"Retrieval": {
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"Model": "sentence-t5-large",
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"ArguAna": 39.27,
"BSARDRetrieval": 0.0,
"CQADupstackRetrieval": 38.96,
"ClimateFEVER": 11.36,
"DBPedia": 31.55,
"FEVER": 36.21,
"FiQA2018": 43.55,
"HotpotQA": 33.95,
"MSMARCO": 23.96,
"MintakaRetrieval (fr)": 23.92,
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"NQ": 42.02,
"QuoraRetrieval": 85.73,
"SCIDOCS": 15.38,
"SciFact": 49.91,
"SyntecRetrieval": 71.05,
"TRECCOVID": 46.11,
"Touche2020": 21.63,
"XPQARetrieval (fr)": 48.79
}
]
},
"STS": {
"cosine_spearman": [
{
"Model": "sentence-t5-large",
"BIOSSES": 78.93,
"SICK-R": 80.34,
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"STS12": 79.11,
"STS13": 87.33,
"STS14": 83.17,
"STS15": 88.28,
"STS16": 84.36,
"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,
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"STS22 (pl-en)": 51.72,
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"STS22 (tr)": 47.3,
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"STS22 (zh-en)": 23.1,
"STSBenchmark": 85.36,
"STSBenchmarkMultilingualSTS (fr)": 77.59
}
]
},
"Summarization": {
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"Model": "sentence-t5-large",
"SummEval": 29.64,
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}
]
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"MultilabelClassification": {
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},
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}
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"DanishPoliticalCommentsClassification": 34.03,
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"MassiveIntentClassification (da)": 41.06,
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"MassiveScenarioClassification (fr)": 23.21,
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