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Yang Ba

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#artificial intelligence Preprint Sep 2026

Can We Trust This Evaluation? Instance-Level Reliability of LLM-as-a-Judge

LLM-as-a-judge evaluation commonly aggregates multiple judges'decisions into a majority vote, yet this panel decision process does not guarantee that the evaluation of an individual item is reliable. We propose Structured Cross-fitted Uncertainty Risk (SCUR), a label-free approach for estimating instance-level evaluati...

Yang Ba, M. Mancenido, Rong Pan · 0 citations

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