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From Bilingual to Multilingual Neural Machine Translation by Incremental Training

2019-06-28 09:28:00
Carlos Escolano, Marta R. Costa-Jussà, José A. R. Fonollosa

Abstract

Multilingual Neural Machine Translation approaches are based on the use of task-specific models and the addition of one more language can only be done by retraining the whole system. In this work, we propose a new training schedule that allows the system to scale to more languages without modification of the previous components based on joint training and language-independent encoder/decoder modules allowing for zero-shot translation. This work in progress shows close results to the state-of-the-art in the WMT task.

Abstract (translated)

URL

https://arxiv.org/abs/1907.00735

PDF

https://arxiv.org/pdf/1907.00735.pdf


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