Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Chenlu Ye, Zhou Yu, Ziji Zhang +5

Reinforcement Learning with Verifiable Rewards (RLVR) improves final-answer accuracy on reasoning tasks, but it does not reliably improve reasoning quality. Because outcome rewards…