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Fang-Ning Shao

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#artificial intelligence Review Aug 2026

A Survey on Rubric-Guided Reinforcement Learning for Language Models

A Bayesian framework that defines constitutions as prior distributions over evaluation criteria and rubrics as conditional instantiations is introduced, and a taxonomy of rubric-guided RL along the prior-posterior axis is presented, covering constitutional AI, instance-specific rubrics, process-level supervision, self-...

Zifei Shan, Fang-Ning Shao · 1 citation

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