One-Token Rollout: Guiding Supervised Fine-Tuning of LLMs with Policy Gradient Paper • 2509.26313 • Published Sep 30 • 4 • 4
Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination Paper • 2507.10532 • Published Jul 14 • 89
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Paper • 2504.20571 • Published Apr 29 • 98 • 15
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Paper • 2504.13837 • Published Apr 18 • 138
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Paper • 2504.13837 • Published Apr 18 • 138 • 21