AI Research and Development
Unsupervised machine translation: A novel approach to provide fast, accurate translations for more languages

Unsupervised machine translation: A novel approach to provide fast, accurate translations for more languages

8/31/2018 · Myle Ott, Marc'Aurelio Ranzato, Guillaume Lample

What this post added

Introduced a novel unsupervised machine translation approach that significantly improves accuracy (over 10 BLEU points) for low-resource languages by leveraging word embeddings, adversarial training for bilingual dictionary inference, and back translation with language models. This method allows translation without parallel text, using only monolingual data.

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