AI Research
Swapping the Judge Changes the Ranking: A Preregistered Study of Cross-Provider Replication in LLM-Judged System Comparisons
A preregistered study examines whether rankings hold when the LLM judge changes.
Practitioners who compare systems with an LLM judge and have no human labels often check a conclusion by repeating it with a judge from another provider.
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ArXiv CS.CL
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2 min
ArXiv CS.CL
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Generated insight by OnAirToday AI
LLM-judged comparisons can depend on which provider supplies the judge, so a result may not hold when checked with another model. This matters for practitioners who lack human labels and use cross-provider reruns to assess confidence in a ranking.
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