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A. Lavie

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#natural language process... Preprint Sep 2026

In the Blind: Building Pseudo-References for MT Evaluation

The WMT26 General MT task evaluates systems on 10 language pairs that have no human references (neither translated from scratch nor post-edited from MT output by humans) and how the pseudo-references were built is described.

Diptesh Kanojia, Chi-Kiu Lo, Archchana Sindhujan et al. · 0 citations
#machine learning Preprint Aug 2026

Dynamically Allocating Evaluation Effort for Model Ranking

This work formalizes multi-model human evaluation as a best-arm identification problem in a multi-armed bandit setup with correlated arms, where pulling an arm corresponds to human-evaluating a model, and proves the optimality of the proposed algorithms and shows that it improves discrimination between top-performing m...

Vilém Zouhar, Julia Kreutzer, A. Lavie et al. · 0 citations

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