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Matt Post

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#natural language process... Preprint Sep 2026

Dynamic Lagging using Stable-Prefix Training for Simultaneous Translation

A training strategy for a cascaded machine translation system that enables it to dynamically decide how much of the growing source prefix to translate and shows that stable prefixes improve the quality-latency tradeoff when translating from English into German, Japanese, and Chinese across a range of test sets.

Hieu Hoang, Amittai Axelrod, Matt Post · 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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