Papers

• Reasoning with Exploration: An Entropy Perspective (2025)
  Daixuan Cheng et al.
  2.87
• Artificial Entanglement in the Fine-Tuning of Large Language Models (2026)
  Min Chen et al.
  1.94
• The Side Effects of Being Smart: Safety Risks in MLLMs' Multi-Image Reasoning (2026)
  Renmiao Chen et al.
  1.94
• RAGEN-2: Reasoning Collapse in Agentic RL (2026)
  Zihan Wang et al.
  1.94
• OpenVLThinkerV2: A Generalist Multimodal Reasoning Model for Multi-domain Visual Tasks (2026)
  Wenbo Hu et al.
  1.94
• GFT: From Imitation to Reward Fine-Tuning with Unbiased Group Advantages and Dynamic Coefficient Rectification (2026)
  Wangjie Gan et al.
  1.94
• STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability (2026)
  Haipeng Luo et al.
  1.94
• The First Token Knows: Single-Decode Confidence for Hallucination Detection (2026)
  Mina Gabriel
  1.89
• Self-Improving Language Models with Bidirectional Evolutionary Search (2026)
  Guowei Xu et al.
  1.89
• TIP: Token Importance in On-Policy Distillation (2026)
  Yuanda Xu et al.
  1.83
• The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models (2025)
  Ganqu Cui et al.
  1.28
• SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning (2025)
  Yuqian Fu et al.
  1.28
• The Invisible Leash: Why RLVR May Not Escape Its Origin (2025)
  Fang Wu et al.
  1.28
• Compressing Chain-of-Thought in LLMs via Step Entropy (2025)
  Zeju Li et al.
  1.28
• AMFT: Aligning LLM Reasoners by Meta-Learning the Optimal Imitation-Exploration Balance (2025)
  Lixuan He et al.
  1.28
• Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning (2025)
  Yifei Chen et al.
  1.28
• ExGRPO: Learning to Reason from Experience (2025)
  Runzhe Zhan et al.
  1.28
• Detecting Data Contamination from Reinforcement Learning Post-training for Large Language Models (2025)
  Yongding Tao et al.
  1.28
• EAGER: Entropy-Aware GEneRation for Adaptive Inference-Time Scaling (2025)
  Daniel Scalena et al.
  1.28
• Video Reasoning without Training (2025)
  Deepak Sridhar et al.
  1.28
• Multi-hop Reasoning via Early Knowledge Alignment (2025)
  Yuxin Wang et al.
  1.28
• Confidence Regulation Neurons in Language Models (2024)
  Alessandro Stolfo et al.
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