A General Approach for Word Reordering in English-Vietnamese-English Statistical Machine Translation

Author:

Nguyen Nhung T. H.1,Le Vinh Q.1,Nghiem Minh-Quoc1,Dinh Dien1

Affiliation:

1. Faculty of Information Technology, University of Science, 227 Nguyen Van Cu St., Dist. 5, Hochiminh City, Vietnam

Abstract

Word ordering is among the most important problems in machine translation. In this paper, we describe a general approach to solve this problem in English-Vietnamese- English statistical machine translation. Our model automatically extracts short-range and long-range reordering rules based on part-of-speech tags and alignment information. Our method, therefore, covers both local and global word order, and is more versatile than other methods. To obtain a better set of reordering rules, we omit generated rules if their weight is lower than a threshold [Formula: see text]. The experimental results have shown that the translation quality has been improved significantly compared to the distance-based reordering model and comparable to the lexicalized model. Our approach is not only suitable for English-Vietnamese but also for language pairs which have many differences in syntax, such as English-Chinese and Chinese-Vietnamese.

Publisher

World Scientific Pub Co Pte Lt

Subject

Artificial Intelligence,Artificial Intelligence

Reference12 articles.

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Design of English Verb Translation Model Based on Improved GLR Algorithm;2023 International Conference on Telecommunications, Electronics and Informatics (ICTEI);2023-09-11

2. Analysis of Machine Translation and Post-Translation Editing Ability Using Semantic Information Entropy Technology;Journal of Environmental and Public Health;2022-08-18

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