RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response
Paper
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2412.14922
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Published
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85
RL
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B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners
Paper • 2412.17256 • Published • 46 -
Deliberation in Latent Space via Differentiable Cache Augmentation
Paper • 2412.17747 • Published • 30 -
Outcome-Refining Process Supervision for Code Generation
Paper • 2412.15118 • Published • 19 -
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models
Paper • 2501.03262 • Published • 90 -
Evolving Deeper LLM Thinking
Paper • 2501.09891 • Published • 104 -
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Paper • 2501.12948 • Published • 282 -
Kimi k1.5: Scaling Reinforcement Learning with LLMs
Paper • 2501.12599 • Published • 81 -
Towards General-Purpose Model-Free Reinforcement Learning
Paper • 2501.16142 • Published • 23 -
Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate
Paper • 2501.17703 • Published • 42