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DiDi's Machine Translation System for WMT2020

16 October 2020
Tianrun Chen
Weiwei Wang
Wenyang Wei
Xing Shi
Xiangang Li
Jieping Ye
Kevin Knight
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Abstract

This paper describes DiDi AI Labs' submission to the WMT2020 news translation shared task. We participate in the translation direction of Chinese->English. In this direction, we use the Transformer as our baseline model, and integrate several techniques for model enhancement, including data filtering, data selection, back-translation, fine-tuning, model ensembling, and re-ranking. As a result, our submission achieves a BLEU score of 36.636.636.6 in Chinese->English.

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