QUBRIC: Co-Designing Queries and Rubrics for RL Beyond Verifiable Rewards

Rongzhi Zhang, Rui Feng, Zhihan Zhang +8

Rubric-based RL is a promising route for extending reinforcement learning beyond verifiable rewards, yet existing methods optimize rubrics while treating the query distribution as…