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Collections including paper arxiv:2412.16849

OpenRFT: Adapting Reasoning Foundation Model for Domain-specific Tasks with Reinforcement Fine-Tuning

Paper • 2412.16849 • Published Dec 22, 2024 • 9
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22 • 346

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感兴趣热门论文集合

ProcessBench: Identifying Process Errors in Mathematical Reasoning

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OpenAI o1 System Card

Paper • 2412.16720 • Published Dec 21, 2024 • 31
Diving into Self-Evolving Training for Multimodal Reasoning

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Extending Llama-3's Context Ten-Fold Overnight

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ReFT: Representation Finetuning for Language Models

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Why do small language models underperform? Studying Language Model Saturation via the Softmax Bottleneck

Paper • 2404.07647 • Published Apr 11, 2024 • 4
SciGLM: Training Scientific Language Models with Self-Reflective Instruction Annotation and Tuning

Paper • 2401.07950 • Published Jan 15, 2024 • 4

Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers

Paper • 2408.06195 • Published Aug 12, 2024 • 70
Thinking LLMs: General Instruction Following with Thought Generation

Paper • 2410.10630 • Published Oct 14, 2024 • 19
Democratizing Reasoning Ability: Tailored Learning from Large Language Model

Paper • 2310.13332 • Published Oct 20, 2023 • 15
OpenRFT: Adapting Reasoning Foundation Model for Domain-specific Tasks with Reinforcement Fine-Tuning

Paper • 2412.16849 • Published Dec 22, 2024 • 9

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering

Paper • 2411.11504 • Published Nov 18, 2024 • 20
Top-nσ: Not All Logits Are You Need

Paper • 2411.07641 • Published Nov 12, 2024 • 20
Adaptive Decoding via Latent Preference Optimization

Paper • 2411.09661 • Published Nov 14, 2024 • 10
When Precision Meets Position: BFloat16 Breaks Down RoPE in Long-Context Training

Paper • 2411.13476 • Published Nov 20, 2024 • 16

ORPO: Monolithic Preference Optimization without Reference Model

Paper • 2403.07691 • Published Mar 12, 2024 • 65
sDPO: Don't Use Your Data All at Once

Paper • 2403.19270 • Published Mar 28, 2024 • 41
Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7, 2024 • 48
Best Practices and Lessons Learned on Synthetic Data for Language Models

Paper • 2404.07503 • Published Apr 11, 2024 • 30

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