Metacognition as Reward: Reinforcing LLM Reasoning via Knowledge and Regulation Signals

Sirui Chen, Lei Xu, Yuying Zhao +6

Recent RL methods have substantially improved the reasoning abilities of LLMs. Existing reward designs mainly follow two paradigms: (1) Reinforcement learning with verifiable rewar…