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Ze-Sheng Cai

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#artificial intelligence Preprint Sep 2026

DIAL: Position-Debiased LLM Judges with Adaptive Human Preference Calibration

DIAL is introduced, a unified framework that combines abundant LLM comparisons with limited human comparisons to separate judge-specific position effects, learn shared structure in position-debiased LLM preferences, and adaptively calibrate that structure toward the human preference target.

Ze-Sheng Cai, Ying-Qi Fan, Si-Chang Chen et al. · 0 citations