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Filtering Reordering Table Using a Novel Recursive Autoencoder Model for Statistical Machine Translation
Kong, JY (Kong, Jinying); Yang, YT (Yang, Yating); Wang, L (Wang, Lei); Zhou, X (Zhou, Xi); Jiang, TH (Jiang, Tonghai); Li, X (Li, Xiao)
2017
发表期刊MATHEMATICAL PROBLEMS IN ENGINEERING
ISSN1024-123X
期号6页码:1-9
摘要

In phrase-based machine translation (PBMT) systems, the reordering table and phrase table are very large and redundant. Unlike most previous works which aim to filter phrase table, this paper proposes a novel deep neural network model to prune reordering table. We cast the task as a deep learning problem where we jointly train two models: a generative model to implement rule embedding and a discriminative model to classify rules. The main contribution of this paper is that we optimize the reordering model in PBMT by filtering reordering table using a recursive autoencoder model. To evaluate the performance of the proposed model, we performed it on public corpus tomeasure its reordering ability. The experimental results show that our approach obtains high improvement in BLEU score with less scale of reordering table on two language pairs: English-Chinese (+0.28) and Uyghur-Chinese (+ 0.33) MT.

DOI10.1155/2017/3492587
收录类别SCI
WOS记录号WOS:000403167100001
引用统计
文献类型期刊论文
条目标识符http://ir.xjipc.cas.cn/handle/365002/5088
专题多语种信息技术研究室
通讯作者Yang, YT (Yang, Yating)
作者单位1.Chinese Acad Sci, Xinjiang Tech Inst Phys & Chem, Urumqi 830011, Peoples R China
2.Xinjiang Lab Minor Speech & Language Informat Pro, Urumqi 830011, Peoples R China
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714
Kong, JY ,Yang, YT ,Wang, L ,et al. Filtering Reordering Table Using a Novel Recursive Autoencoder Model for Statistical Machine Translation[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2017(6):1-9.
APA Kong, JY ,Yang, YT ,Wang, L ,Zhou, X ,Jiang, TH ,&Li, X .(2017).Filtering Reordering Table Using a Novel Recursive Autoencoder Model for Statistical Machine Translation.MATHEMATICAL PROBLEMS IN ENGINEERING(6),1-9.
MLA Kong, JY ,et al."Filtering Reordering Table Using a Novel Recursive Autoencoder Model for Statistical Machine Translation".MATHEMATICAL PROBLEMS IN ENGINEERING .6(2017):1-9.
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