DiDi's Machine Translation System for WMT2020

October 16, 2020 ยท Declared Dead ยท ๐Ÿ› Conference on Machine Translation

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Authors Tanfang Chen, Weiwei Wang, Wenyang Wei, Xing Shi, Xiangang Li, Jieping Ye, Kevin Knight arXiv ID 2010.08185 Category cs.CL: Computation & Language Cross-listed cs.AI Citations 2 Venue Conference on Machine Translation Last Checked 4 months ago
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 $36.6$ in Chinese->English.
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