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Michael Tian-Yue Liu

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#artificial intelligence Preprint Oct 2026

Judging the Judges: Confidence and Disagreement in Rubrics as Rewards

Rubrics as Rewards (RaR) extends reinforcement learning to non-verifiable domains by using an LLM judge to score responses against a structured rubric. Prior work has focused on improving the rubric or strengthening the single judge, with comparatively little attention to how different single or multiple judges might b...

Michael Tian-Yue Liu, A. Harrington, Trevor Darrell et al. · 0 citations

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