P1: Mastering Physics Olympiads with Reinforcement Learning Paper • 2511.13612 • Published Nov 17, 2025 • 134
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2, 2025 • 188
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models Paper • 2505.24864 • Published May 30, 2025 • 143
Sherlock: Self-Correcting Reasoning in Vision-Language Models Paper • 2505.22651 • Published May 28, 2025 • 48
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28, 2025 • 131
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning Paper • 2505.15134 • Published May 21, 2025 • 7
SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Paper • 2505.12346 • Published May 18, 2025 • 19
Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization Paper • 2504.05812 • Published Apr 8, 2025 • 3