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2012 Fiscal Year Final Research Report

Unifying Natural Logic and Probabilistic Logic for Recognizing Textual Relations

Research Project

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Project/Area Number 23700157
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionTohoku University

Principal Investigator

WATANABE Yotaro  東北大学, 大学院・情報科学研究科, 助教 (70583326)

Project Period (FY) 2011 – 2012
Keywords含意関係認識 / 自然論理 / アライメント
Research Abstract

The principal investigator established a novel probabilistic model for recognizing textual relations that unifies Natural Logic, a logic over natural language, and a statistical probabilistic model. By modeling an inference process of a textual relation as alignment between units in sentences and inference over a factor graph, it makes possible to precisely handle several linguistic phenomena in natural languages, and provide robustness by automatically learning linguistic relations from a set of datasets. Evaluation over multiple datasets had been conducted, and the effectiveness of the model had been proved.

  • Research Products

    (15 results)

All 2013 2012 2011

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (13 results)

  • [Journal Article] Leveraging Diverse Lexical Resources for Textual Entailment Recognition2012

    • Author(s)
      Yotaro Watanabe, Junta Mizuno, Eric Nichols, Katsuma Narisawa, Keita Nabeshima, Naoaki Okazaki and Kentaro Inui
    • Journal Title

      ACM Transactions on Asian Language Information Processing (TALIP) - SpecialIssue on RITE

      Volume: Volume 11 Issue 4, Article No. 18

    • DOI

      DOI:10.1145/2382593.2382600

    • URL

      http://dl.acm.org/citation.cfm?id=2382600

    • Peer Reviewed
  • [Journal Article] 文間関係認識に基づく賛成・反対意見の俯瞰2011

    • Author(s)
      水野淳太,渡邉陽太郎,EricNichols,村上浩司,乾健太郎,松本裕治
    • Journal Title

      情報処理学会論文誌

      Volume: Vol.52,No.12 Pages: 3408-3422

    • URL

      http://id.nii.ac.jp/1001/00079546/

    • Peer Reviewed
  • [Presentation] Is a 204 cm Man Tall or Small ?Acquisition of Numerical Common Sense from the Web2013

    • Author(s)
      Katsuma Narisawa, Yotaro Watanabe, Junta Mizuno, Naoaki Okazaki and Kentaro Inui
    • Organizer
      In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (ACL 2013)
    • Place of Presentation
      ソフィア,ブルガ リア
    • Year and Date
      20130800
  • [Presentation] THK's Natural Logic-based Compositional Textual Entailment Model at NTCIR-10 RITE-22013

    • Author(s)
      Yotaro Watanabe, Junta Mizuno and Kentaro Inui
    • Organizer
      In Proceedings of the10th NTCIR Conference
    • Place of Presentation
      国 立情報学研究所, 東京
    • Year and Date
      2013-06-19
  • [Presentation] Discriminative Learning of First-order Weighted Abduction from Partial Discourse Explanations2013

    • Author(s)
      Kazeto Yamamoto, Naoya Inoue, Yotaro Watanabe, Naoaki Okazaki and Kentaro Inui
    • Organizer
      In Proceedings of the 14th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2013)
    • Place of Presentation
      サモス,ギリシャ
    • Year and Date
      2013-03-28
  • [Presentation] 文節間限定関係に基づく文間弱対立関係認識2013

    • Author(s)
      大西真輝,水野淳太,福原裕一,渡邉陽太郎,乾健太郎
    • Organizer
      言語処理学会第19回年次大会発表論文集
    • Place of Presentation
      名古屋大学
    • Year and Date
      2013-03-15
  • [Presentation] 数量の大小の自動判定:「彼は身長が2mある」は高いか低いか2013

    • Author(s)
      成澤克麻,渡邉陽太郎,水野淳太,岡崎直観,乾健太郎
    • Organizer
      言語処理学会第19回年次大会発表論文集
    • Place of Presentation
      名古屋大学
    • Year and Date
      2013-03-14
  • [Presentation] Organizing Information on the Web through Agreement-Conflict Relation Classification2012

    • Author(s)
      Junta Mizuno, Eric Nichols, Yotaro Watanabe and Kentaro Inui
    • Organizer
      In Proceedings of the Eighth Asia Information Retrieval Societies Conference (AIRS 2012)
    • Place of Presentation
      天津, 中国
    • Year and Date
      2012-12-17
  • [Presentation] A Latent Discriminative Model for Compositional Entailment Relation Recognition Using Natural Logic2012

    • Author(s)
      Yotaro Watanabe, Junta Mizuno, Eric Nichols, Naoaki Okazaki and Kentaro Inui
    • Organizer
      In Proceedings of the 24th International Conference on Computational Linguistics (COLING 2012)
    • Place of Presentation
      ムンバイ,インド
    • Year and Date
      2012-12-11
  • [Presentation] Online Large-margin Weight Learning for First-order Logic-based Abduction2012

    • Author(s)
      Naoya Inoue, Kazeto Yamamoto, Yotaro Watanabe, Naoaki Okazaki and Kentaro Inui
    • Organizer
      In Proceedings of the 15th Information-Based Induction Sciences Workshop
    • Place of Presentation
      筑波大学東 京キャンパス文京校舎
    • Year and Date
      2012-11-07
  • [Presentation] Natural Logicと条件付確率場の融合による構成的文間関係認識2012

    • Author(s)
      渡邉陽太郎,水野淳太,岡崎直観,乾健太郎
    • Organizer
      情報処理学会自然言語処理研究会研究報告(2012-NL-208)
    • Place of Presentation
      東北大学
    • Year and Date
      2012-09-02
  • [Presentation] 誤差逆伝播を利用した重み付き仮説推論の教師あり学習2012

    • Author(s)
      山本風人,井之上直也,渡邉陽太郎,岡崎直観,乾健太郎
    • Organizer
      情報処理学会自然言語処理研究会研究報告(2012-NL-206)
    • Place of Presentation
      東京工業大学
    • Year and Date
      2012-05-11
  • [Presentation] 数量表現を伴う文における含意関係認識の課題分析2012

    • Author(s)
      成澤克麻,渡邉陽太郎,水野淳太,岡崎直観,乾健太郎
    • Organizer
      言語処理学会第18回年次大会発表論文集
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-03-16
  • [Presentation] 隠れ変数を持つ識別モデルによる文間意味関係の学習2012

    • Author(s)
      渡邉陽太郎,水野淳太,岡崎直観,乾健太郎
    • Organizer
      言語処理学会第18回年次大会発表論文集
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-03-16
  • [Presentation] TU Group at NTCIR9-RITE: Leveraging Diverse Lexical Resources for Recognizing Textual Entailment2011

    • Author(s)
      Yotaro Watanabe, Junta Mizuno, Eric Nichols, Katsuma Narisawa, Keita Nabeshima and Kentaro Inui
    • Organizer
      In Proceedings of the 9th NTCIR Workshop Meeting on Evaluation of Information Access Technologies (NTCIR-9)
    • Place of Presentation
      国立情報学 研究所
    • Year and Date
      2011-12-08

URL: 

Published: 2014-09-25  

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