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Marc'Aurelio Ranzato on Muck Rack

Marc'Aurelio Ranzato

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Articles

[1908.05204] On The Evaluation of Machine Translation Systems Trained With Back-Translation

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By Myle Ott, Marc'Aurelio Ranzato, Michael Auli
| arXiv
Authors:Sergey Edunov, Myle Ott, Marc'Aurelio Ranzato, Michael Auli (Submitted on 14 Aug 2019) Abstract: Back-translation is a widely used data augmentation technique which leverages target monolingual data. However, its effectiveness has been challenged since automatic metrics such as BLEU only show significant improvements for test examples where the source itself is a translation, or translationese.
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[1804.07755] Phrase-Based & Neural Unsupervised Machine Translation

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By Myle Ott, Alexis Conneau, Ludovic Denoyer, Marc'Aurelio Ranzato
| arXiv
(Submitted on 20 Apr 2018 (v1), last revised 13 Aug 2018 (this version, v2)) Submission history From: Guillaume Lample [view email] [v1] Fri, 20 Apr 2018 17:59:13 GMT (454kb,D) [v2] Mon, 13 Aug 2018 22:50:37 GMT (154kb,D)
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[1711.00043] Unsupervised Machine Translation Using Monolingual Corpora Only

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By Alexis Conneau, Ludovic Denoyer, Marc'Aurelio Ranzato
| arXiv
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