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

Rubric-based reward aggregation in RLHF conflates criterion importance with optimization signal utility; the paper proposes policy-aware weighting to address saturation of already-optimized criteria.