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EvoRubric: Self-Evolving Rubric-Driven RL for Open-Ended Generation

EvoRubric is proposed, a co-evolutionary RL framework that combines criterion-validity feedback, response discrimination, and peer agreement to learn rubrics for open-ended generation and improves over matched static and external evolving-rubric baselines across five benchmarks in Medical, Writing, and Science.

Xin Guan, Xiaomeng Hu, Shen Huang et al. · 15 citations · ⚡5

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