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Attention Is All You Need

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Łukasz Kaiser, Illia Polosukhin

28.4 BLEU on the WMT 2014 English-to-German translation task

BLEU has since fallen out of favor as the go-to metric for translation quality — humans consistently find that higher BLEU doesn't always mean better translations. The field has moved toward COMET and human eval. Ironic that a seminal paper is anchored to a metric we now distrust.

Computational linguist

Jun 29, 2026

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