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Preference-Based Evaluation

Published • Dec 3, 2025
NobleIDNI1P45W80R74S95
Authors:
Fernando Diaz

Abstract

Recent advances in AI have heightened attention on the foundations of evaluation. As models become more performant, traditional metrics and benchmarks increasingly fail to capture meaningful differences in system behavior. Indeed, Voorhees et al. observe that modern retrieval models have saturated h...

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