One-Token Rollout: Guiding Supervised Fine-Tuning of LLMs with Policy Gradient Paper • 2509.26313 • Published 20 days ago • 4 • 4
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Paper • 2504.20571 • Published Apr 29 • 96 • 15
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Paper • 2504.13837 • Published Apr 18 • 135 • 21