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Semi supervised word alignment model for parallel corpus

Research Project

Project/Area Number 20500149
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionNational Institute of Information and Communications Technology

Principal Investigator

YAMAMOTO Hiroifumi  National Institute of Information and Communications Technology, 理工学部, 教授 (00395013)

Co-Investigator(Renkei-kenkyūsha) SUMITA Eiichiro  情報通信研究機構 (90395020)
YASUDA Keiji  情報通信研究機構 (50395018)
GOH Ghooi-Ling  情報通信研究機構 (90531616)
Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2008: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords自然言語処理 / アライメント / 多言語化 / 半教師あり学習 / 固有名詞 / 確率付き制約
Research Abstract

The porous of this research is to improve word alignment accuracy in parallel corpus. In this research, not only word information, but also part-of-speech information and sentence structure are used. Semi-supervised approach is used for training, since it is difficult to additional information to all of sentence in corpus. For Japanese, English, and Chinese parallel corpus, semi-supervised aliment method using POS tag, and meaning tag for proper noun is conducted, and its effectiveness is confirmed. Next, sentence structure information is used for alignment, and its effectiveness is also confirmed.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (15 results)

All 2011 2010 2009 2008

All Journal Article (5 results) (of which Peer Reviewed: 5 results) Presentation (10 results)

  • [Journal Article] A Reordering Model Using a Source-Side Parse-Tree for Statistical Machine Translation2009

    • Author(s)
      HASHIMOTO Kei, YAMAMOTO Hirofumi, OKUMA Hideo, SUMITA Eiichiro, TOKUDA Keiichi
    • Journal Title

      IEICE transactions on information and systems 92(12)

      Pages: 2386-2393

    • NAID

      10026812507

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Imposing Constraints from the Source Tree on ITG Constraints for SMT2009

    • Author(s)
      YAMAMOTO Hirofumi, OKUMA Hideo, SUMITA Eiichiro
    • Journal Title

      EICE transactions on information and systems 92(9)

      Pages: 1762-1770

    • NAID

      10026811036

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Feature-rich Supervised Word Alignment Model for Phrase-based Statistical Machine Translation2009

    • Author(s)
      Chooi-Ling Goh, Eiichiro Sumita
    • Journal Title

      International Journal of Asian Language Processing Vol.19, No.3

      Pages: 109-125

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Reordering Model Using a Source-Side Parse-Tree for Statistical Machine Translation2009

    • Author(s)
      橋本佳
    • Journal Title

      IEICE TRANSACTIONS on Information and Systems Vol.E92-D, No.12

      Pages: 2386-2393

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Feature-rich Supervised Word Alignment Model for Phrase-based Statistical Machine Translation2009

    • Author(s)
      ゴー・チュイリン
    • Journal Title

      International Journal of Asian Language Processing Vol.19, No.3

      Pages: 109-125

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 英日SMTへのHead-Final制約の導入2011

    • Author(s)
      西村拓哉,山本博史,大熊英男,村上仁一
    • Organizer
      言語処理学会第17回年次大会
    • Place of Presentation
      豊橋技術科学大学
    • Year and Date
      2011-03-08
    • Related Report
      2010 Final Research Report
  • [Presentation] 英日SMTへのHead-Final制約の導入2011

    • Author(s)
      西村拓哉
    • Organizer
      言語処理学会 第17回年次大会
    • Place of Presentation
      豊橋技科大学(愛知)
    • Year and Date
      2011-03-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] 統計的機械翻訳における未登録語のグループ化による翻訳2010

    • Author(s)
      吉崎大輔,山本博史,大熊英男,匂坂芳典
    • Organizer
      言語処理学会 第16回年次大会
    • Place of Presentation
      東京大学
    • Year and Date
      2010-03-10
    • Related Report
      2010 Final Research Report
  • [Presentation] 統計的機械翻訳における未登録語のグループ化による翻訳2010

    • Author(s)
      吉崎大輔
    • Organizer
      言語処理学会 第16回年次大会
    • Place of Presentation
      東京大学(東京)
    • Year and Date
      2010-03-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] Supervised Word Alignment for Phrase-based Statistical Machine Translation2009

    • Author(s)
      ゴー・チュイリン
    • Organizer
      言語処理学会 第15回年次大会
    • Place of Presentation
      鳥取
    • Year and Date
      2009-03-05
    • Related Report
      2008 Annual Research Report
  • [Presentation] Supervised Word Alignment for Phrase-based Statistical Machine Translation2009

    • Author(s)
      ゴー・チュイリン,隅田英一郎
    • Organizer
      言語処理学会第15回年次大会論文集(873-876)
    • Place of Presentation
      鳥取大学
    • Related Report
      2010 Final Research Report
  • [Presentation] Guidelines for Chinese-English Word Alignment2008

    • Author(s)
      Hongmei ZHAO
    • Organizer
      The 4th China Workshop on Machine Translation, CWMT' 2008
    • Place of Presentation
      北京(中国)
    • Year and Date
      2008-11-27
    • Related Report
      2008 Annual Research Report
  • [Presentation] Imposing Constraints from the Source Tree on ITG Constraints for SMT2008

    • Author(s)
      山本博史
    • Organizer
      ACL-08 : HLT SSST-2 (The Second Workshop on Syntax Structure in Statistical Translation)
    • Place of Presentation
      オハイオ(米国)
    • Year and Date
      2008-06-20
    • Related Report
      2008 Annual Research Report
  • [Presentation] Guidelines for Chinese-English Word Alignment2008

    • Author(s)
      Hongmei Zhao, Qun Liu, Ruiqiang Zhang, Yajuan Lv, 隅田英一郎, ゴー・チュイリン
    • Organizer
      CWMT'2008論文集(153-163)
    • Place of Presentation
      北京(中国)
    • Related Report
      2010 Final Research Report
  • [Presentation] Imposing Constraints from the Source Tree on ITG Constraints for SMT2008

    • Author(s)
      山本博史,大熊英男,隅田英一郎
    • Organizer
      ACL-08 : HLT Second Workshop on Syntax and Structure in Statistical Translation (SSST-2)
    • Place of Presentation
      オハイオ(米国)
    • Related Report
      2010 Final Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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