Rubrics Beyond Evaluation: Exploiting Rubric Structure in Reinforcement Learning.

arXiv:2610.25850v1 Announce Type: cross Abstract: Rubrics are widely used to evaluate open-ended question answering by breaking overall quality into explicit criteria. These explicit criteria make rubrics a rich source of learning guidance, yet their potential