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Gemma HelpSteer

A work in progress collection of resources related to a project to finetune Gemma 2 2b for helpfulness with Helpsteer2.

nvidia/HelpSteer2

Viewer • Updated Jun 17 • 21.4k • 23.6k • 214
google/gemma-2-2b

Text Generation • Updated Aug 7 • 362k • 336
HelpSteer2: Open-source dataset for training top-performing reward models

Paper • 2406.08673 • Published Jun 12 • 16
HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM

Paper • 2311.09528 • Published Nov 16, 2023 • 2

Large Language Model Alignment: A Survey

Paper • 2309.15025 • Published Sep 26, 2023 • 2
Aligning Large Language Models with Human: A Survey

Paper • 2307.12966 • Published Jul 24, 2023 • 1
Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Paper • 2305.18290 • Published May 29, 2023 • 44
SteerLM: Attribute Conditioned SFT as an (User-Steerable) Alternative to RLHF

Paper • 2310.05344 • Published Oct 9, 2023 • 1

DSI++: Updating Transformer Memory with New Documents

Paper • 2212.09744 • Published Dec 19, 2022 • 1
Where to start? Analyzing the potential value of intermediate models

Paper • 2211.00107 • Published Oct 31, 2022
INSTRUCTSCORE: Explainable Text Generation Evaluation with Finegrained Feedback

Paper • 2305.14282 • Published May 23, 2023
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Paper • 2303.16634 • Published Mar 29, 2023 • 3

Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 1
Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering

Paper • 2308.13259 • Published Aug 25, 2023 • 2
MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning

Paper • 2309.05653 • Published Sep 11, 2023 • 10
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Paper • 2309.12284 • Published Sep 21, 2023 • 18

Moral Foundations of Large Language Models

Paper • 2310.15337 • Published Oct 23, 2023 • 1
Specific versus General Principles for Constitutional AI

Paper • 2310.13798 • Published Oct 20, 2023 • 2
Contrastive Prefence Learning: Learning from Human Feedback without RL

Paper • 2310.13639 • Published Oct 20, 2023 • 24
RLAIF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Paper • 2309.00267 • Published Sep 1, 2023 • 47

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