Deep Research as Rubric for Reinforcement Learning

Wangyi Mei, Zhouhong Gu, Zhenhan Bai +9

Open-ended reasoning and long-form generation tasks lack reliable automatic verification signals for reward-based policy optimization. Rubrics offer a promising alternative, but ex…