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Supervised and Unsupervised Machine Translation for Myanmar-English and Khmer-English

机译:监督和无监督机器翻译缅甸 - 英语和高棉英语

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This paper presents the XICT's supervised and unsupervised machine translation systems for the WAT2019 Myanmar-English and Khmer-English translation tasks. For all the translation directions, we built state-of-thc-art supervised neural (NMT) and statistical (SMT) machine translation systems, using monolingual data cleaned and normalized. Our combination of NMT and SMT performed among the best systems for the four translation directions. We also investigated the feasibility of unsupervised machine translation for low-resource and distant language pairs and confirmed observations of previous work showing that unsupervised MT is still largely unable to deal with them.
机译:本文介绍了XICT的监督和无人监督的机器翻译系统,为WAT2019缅甸 - 英语和高棉英语翻译任务。 对于所有翻译方向,我们建立了THC艺术的监督神经(NMT)和统计(SMT)机器翻译系统,使用单晶的数据清洁和标准化。 我们的NMT和SMT的组合在四种翻译方向的最佳系统中进行。 我们还调查了无监督机器翻译的低资源和遥远的语言对的可行性,并确认了以前的工作的观察,表明无人驾驶的MT仍然很大程度上无法应对它们。

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