A Classifier-Based Preordering Approach for English-Vietnamese Statistical Machine Translation

被引:0
|
作者
Viet Hong Tran [1 ,2 ]
Huyen Thuong Vu [2 ,3 ]
Vinh Van Nguyen [2 ]
Minh Le Nguyen [4 ]
机构
[1] Univ Econ & Tech Ind, Hanoi, Vietnam
[2] Vietnam Natl Univ, Univ Engn & Technol, Hanoi, Vietnam
[3] ThuyLoi Univ, Hanoi, Vietnam
[4] Japan Adv Inst Sci & Technol, Nomi, Japan
关键词
Natural language processing; Machine translation; Phrase-based statistical machine translation;
D O I
10.1007/978-3-319-75487-1_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Reordering is of essential importance problem for phrase based statistical machine translation (SMT). In this paper, we propose an approach to automatically learn reordering rules as preprocessing step based on a dependency parser in phrase-based statistical machine translation for English to Vietnamese. We used dependency parsing and rules extracting from training the features-rich discriminative classifiers for reordering source-side sentences. We evaluated our approach on English-Vietnamese machine translation tasks, and showed that it outperform the baseline phrase-based SMT system.
引用
收藏
页码:74 / 87
页数:14
相关论文
共 50 条
  • [1] Dictionaries for English-Vietnamese Machine Translation
    Hai, Le Manh
    Thanh, Nguyen Chanh
    Hieu, Nguyen Chi
    Tuoi, Phan Thi
    COMPUTER PROCESSING OF ORIENTAL LANGUAGES, PROCEEDINGS: BEYOND THE ORIENT: THE RESEARCH CHALLENGES AHEAD, 2006, 4285 : 363 - +
  • [2] Preordering for Chinese-Vietnamese Statistical Machine Translation
    Huu-Anh Tran
    Huang, Heyan
    Phuoc Tran
    Shi, Shumin
    Huu Nguyen
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2019, E102D (02): : 375 - 382
  • [3] An Information Extraction approach to English-Vietnamese weather bulletins Machine Translation
    Son Bao Pham
    Giang Binh Tran
    Dang Duc Pham
    Kien Chi Phung
    Kien Trung Nguyen
    2009 FIRST ASIAN CONFERENCE ON INTELLIGENT INFORMATION AND DATABASE SYSTEMS, 2009, : 161 - +
  • [4] Building an English-Vietnamese Bilingual Corpus for Machine Translation
    Quoc Hung Ngo
    Winiwarter, Werner
    2012 INTERNATIONAL CONFERENCE ON ASIAN LANGUAGE PROCESSING (IALP 2012), 2012, : 157 - 160
  • [5] English-Vietnamese machine translation model based on sequence to sequence algorithm
    Jiang, Hao
    He, Yue
    Liao, Mengfan
    Jing, Yanmei
    Zhang, Chao
    PROCEEDINGS OF 2020 IEEE 5TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2020), 2020, : 1086 - 1091
  • [6] A POS-Based Preordering Approach for English-to-Arabic Statistical Machine Translation
    Ameur, Mohamed Seghir Hadj
    Guessoum, Ahmed
    Meziane, Farid
    ARABIC LANGUAGE PROCESSING: FROM THEORY TO PRACTICE, 2018, 782 : 34 - 49
  • [7] A Syntactic-based Word Re-ordering for English-Vietnamese Statistical Machine Translation System
    Nguyen Thi, Hong-Nhung
    Dinh, Dien
    PRICAI 2008: TRENDS IN ARTIFICIAL INTELLIGENCE, 2008, 5351 : 809 - 818
  • [8] A Data Augmentation Method for English-Vietnamese Neural Machine Translation
    Pham, Nghia Luan
    Nguyen, Van Vinh
    Pham, Thang Viet
    IEEE ACCESS, 2023, 11 : 28034 - 28044
  • [9] An Enhanced Model for Lexical Gap Processing in English-Vietnamese Machine Translation
    Tuoi Phan Thi
    Hai Le Manh
    2012 INTERNATIONAL CONFERENCE ON ASIAN LANGUAGE PROCESSING (IALP 2012), 2012, : 105 - 108
  • [10] An English-Vietnamese Translation System Using Artificial Intelligence Approach
    Nguyen Van Binh
    Huynh Cong Phap
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2018, PT I, 2018, 10751 : 211 - 220