Judge upgrades are not interchangeable: only Qwen3 1.7B→4B yields robust adjacent gains, MiniMax adjacent releases do not, and stronger judges reduce but do not remove bias or correlated jury errors.
1785.Essai sur l’application de l’analyse à la probabilité des décisions rendues à la pluralité des voix
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When the Judge Changes, So Does the Measurement: Auditing LLM-as-Judge Reliability
Judge upgrades are not interchangeable: only Qwen3 1.7B→4B yields robust adjacent gains, MiniMax adjacent releases do not, and stronger judges reduce but do not remove bias or correlated jury errors.