Making a persisted evidence record the exclusive input to a later LLM verdict reduces preference agreement and order robustness relative to one-call structured judging.
and Zhang, Hao and Gonzalez, Joseph E
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Evidence Lock Before Commitment: A Frozen Interface Degrades LLM-as-Judge Evaluation
Making a persisted evidence record the exclusive input to a later LLM verdict reduces preference agreement and order robustness relative to one-call structured judging.