S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning Paper • 2502.12853 • Published Feb 18 • 29
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Paper • 2501.04519 • Published Jan 8 • 285
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Paper • 2502.02508 • Published Feb 4 • 23
Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model Paper • 2503.24290 • Published Mar 31 • 62
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning Paper • 2504.08600 • Published Apr 11 • 31
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Paper • 2504.11536 • Published Apr 15 • 62
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2 • 185