Order-agnostic cross entropy for non-autoregressive machine translation

We propose a new training objective named orderagnostic cross entropy (OAXE) for fully nonautoregressive translation (NAT) models. OAXE improves the standard cross-entropy loss to ameliorate the effect of word reordering, which is a common source of the critical multimodality problem in NAT. Concret...

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Main Authors: DU, Cunxiao, TU, Zhaopeng, JIANG, Jing
格式: text
語言:English
出版: Institutional Knowledge at Singapore Management University 2021
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在線閱讀:https://ink.library.smu.edu.sg/sis_research/6660
https://ink.library.smu.edu.sg/context/sis_research/article/7663/viewcontent/du21c.pdf
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機構: Singapore Management University
語言: English