Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR

Utkarsh Tyagi, Xingang Guo, MohammadHossein Rezaei +5

Reinforcement learning with verifiable rewards has made post-training highly effective when correctness can be checked automatically. However, many important model behaviors requir…