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Qian Wang

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Review Aug 2026

JudgeStealer: Extracting LLM Judging Capabilities across Evaluation Protocols

JUDGESTEALER is proposed, the first query-efficient model extraction framework for replicating judging capabilities across pointwise scoring, pairwise comparison, and listwise ranking protocols and demonstrates robustness against representative extraction defenses.

Chen Chen, Yao-Lin Chen, Xue-Han Sun et al. · 0 citations

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