Efficient LLM Comparative Assessment: a Product of Experts Framework for Pairwise Comparisons

LLM-as-a-judge approaches are a practical and effective way of assessing a range of text tasks. However, when using pairwise comparisons to rank a set of candidates, the computational cost scales quadratically with the number of candidates, which has practical limitations. This paper introduces a Pr...

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Hauptverfasser: Liusie, Adian, Raina, Vatsal, Fathullah, Yassir, Gales, Mark
Format: Artikel
Sprache:eng
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