Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning

Can Xie, Ruotong Pan, Xiangyu Wu +4

Reinforcement Learning with Verifiable Rewards (RLVR) has shown significant promise for enhancing the reasoning capabilities of large language models (LLMs). However, prevailing al…