Where Hindsight Credit Can Reside: A Signed-Capacity View of Token Updates in RLVR

Yuhang He, Haodong Wu, Siyi Liu +7

Reinforcement Learning with Verifiable Rewards (RLVR) improves the reasoning ability of Large Language Models (LLMs), but sparse outcome rewards make token-level credit assignment…