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Ilgee Hong

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#machine learning Preprint Sep 2026

Training LLM Judges from Language Feedback via Position-Selective Self-Distillation

We study training LLM judges from natural language feedback, especially for subjective tasks where the verdict depends strongly on which evaluation criteria the judge invokes and how it weighs them. The dominant approach, outcome-supervised RL (e.g., GRPO), credits every token in the rollout with a single scalar determ...

Ilgee Hong, Chang-Long Yu, Zhenghao Xu et al. · 0 citations

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