A Novel Deep Learning Method for Obtaining Bilingual Corpus from Multilingual Website | |
Zhu, SL (Zhu, ShaoLin)[ 1,2,3 ]; Li, X (Li, Xiao)[ 1,2 ]; Yang, YT (Yang, YaTing)[ 1,2 ]; Wang, L (Wang, Lei)[ 1,2 ]; Mi, CG (Mi, ChengGang)[ 1,2 ] | |
刊名 | MATHEMATICAL PROBLEMS IN ENGINEERING
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2019 | |
期号 | 1页码:1-7 |
ISSN号 | 1024-123X |
DOI | 10.1155/2019/7495436 |
英文摘要 | Machine translation needs a large number of parallel sentence pairs to make sure of having a good translation performance. However, the lack of parallel corpus heavily limits machine translation for low-resources language pairs. We propose a novel method that combines the continuous word embeddings with deep learning to obtain parallel sentences. Since parallel sentences are very invaluable for low-resources language pair, we introduce cross-lingual semantic representation to induce bilingual signals. Our experiments show that we can achieve promising results under lacking external resources for low-resource languages. Finally, we construct a state-of-the-art machine translation system in low-resources language pair. |
WOS记录号 | WOS:000456622100001 |
内容类型 | 期刊论文 |
源URL | [http://ir.xjipc.cas.cn/handle/365002/5681] ![]() |
专题 | 新疆理化技术研究所_多语种信息技术研究室 |
作者单位 | 1.Chinese Acad Sci, Xinjiang Tech Inst Phys & Chem, Urumqi, Peoples R China 2.Key Lab Speech Language Informat Proc Xinjiang, Urumqi, Peoples R China 3.Univ Chinese Acad Sci, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Zhu, SL ,Li, X ,Yang, YT ,et al. A Novel Deep Learning Method for Obtaining Bilingual Corpus from Multilingual Website[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2019(1):1-7. |
APA | Zhu, SL ,Li, X ,Yang, YT ,Wang, L ,&Mi, CG .(2019).A Novel Deep Learning Method for Obtaining Bilingual Corpus from Multilingual Website.MATHEMATICAL PROBLEMS IN ENGINEERING(1),1-7. |
MLA | Zhu, SL ,et al."A Novel Deep Learning Method for Obtaining Bilingual Corpus from Multilingual Website".MATHEMATICAL PROBLEMS IN ENGINEERING .1(2019):1-7. |
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