Papers

• Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond (2025)
  Liang Wen et al.
  6.34
• A Learning-Rate-Gated Failure of GRPO in a Small Language and Vision-Language Model Web Agent: A Controlled Null and Its Mechanism (2026)
  Chengguang Gan et al.
  2.00
• Rank-Then-Act: Reward-Free Control from Frame-Order Progress (2026)
  Yuriy Maksyuta et al.
  2.00
• TREK: Distill to Explore, Reinforce to Refine (2026)
  Yuanda Xu et al.
  2.00
• ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding (2025)
  Yuhang Li et al.
  1.28
• DeepSeek-V3 Technical Report (2024)
  DeepSeek-AI et al.
  —
• DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models (2024)
  Zhihong Shao et al.
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• Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs (2024)
  Xin Lai et al.
  —