Yunxiao Zhang

Mitigating Rubric Interference in LLM Judges via On-Policy Self-Distillation

LLM judges increasingly evaluate responses against fine-grained rubric checklists. When a sample requires multiple rubrics, current methods typically assess each in a separate inference call. Evaluating all rubrics in a single pass is a natural alternative with greater efficiency, but we find that it introduces rubric...