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Solving exam questions based on integration of physical model understanding and natural language processing

Research Project

Project/Area Number 24650072
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionNational Institute of Informatics

Principal Investigator

INAMURA Tetsunari  国立情報学研究所, 情報学プリンシプル研究系, 准教授 (20361545)

Co-Investigator(Kenkyū-buntansha) YOKONO Hikaru  国立情報学研究所, 社会共有知研究センター, 特任研究員 (60535863)
ARAI Noriko  国立情報学研究所, 社会共有知研究センター, 教授 (40264931)
Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords自然言語処理 / 物理シミュレーション / 曖昧性解消
Research Abstract

Simulation modules for dynamics, electromagnetics and electrical circuit were developed, for example spring, pulley and so on, in order to realize physical simulation based on the Modelica system. Regarding the wave phenomenon, we developed an original simulator. We also considered and designed "logical form" that connects result of natural language processing and the physics simulator. Disambiguation function was designed based on contrariety detection between the simulation results and given natural language sentences. We evaluated the proposed method with applying to a real exam performed by a cram school; the system got the score 39 among 100 (T-score: 48.3).

Report

(3 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • Research Products

    (16 results)

All 2014 2013 2012 Other

All Journal Article (2 results) Presentation (11 results) (of which Invited: 2 results) Remarks (3 results)

  • [Journal Article] 物理モデル理解と自然言語処理の統合による理科問題の回答2012

    • Author(s)
      稲邑哲也, 横野光
    • Journal Title

      人工知能学会誌

      Volume: Vol.27,No.5 Pages: 479-482

    • Related Report
      2013 Final Research Report
  • [Journal Article] 物理モデル理解と自然言語処理の統合による理科問題の回答2012

    • Author(s)
      稲邑 哲也,横野 光
    • Journal Title

      人工知能学会誌

      Volume: 27

    • Related Report
      2012 Research-status Report
  • [Presentation] Physics Problem Solver towards Mental Simulation for Real World Oriented Intelligence2014

    • Author(s)
      Tetsunari Inamura and Hikaru Yokono
    • Organizer
      proc. of the 4th Annual IEEE International Conference on CYBER Technology in Automation, Control, and Intelligent Systems
    • Place of Presentation
      香港
    • Year and Date
      2014-06-07
    • Related Report
      2013 Final Research Report
  • [Presentation] 論理演算と物理シミュレーションの結合による物理問題解答2014

    • Author(s)
      横野光, 稲邑哲也
    • Organizer
      2014年度人工知能学会全国大会予稿集
    • Place of Presentation
      松山
    • Year and Date
      2014-05-13
    • Related Report
      2013 Final Research Report
  • [Presentation] A Framework of Recognizing Physical Situation in Text Description with Physics Simulation2014

    • Author(s)
      Hikaru Yokono and Tetsunari Inamura
    • Organizer
      Proc. of the International Conference on Information Science, Electronics and Electrical Engineering
    • Place of Presentation
      札幌
    • Year and Date
      2014-04-28
    • Related Report
      2013 Final Research Report
  • [Presentation] Physics Problem Solver towards Mental Simulation for Real World Oriented Intelligence2014

    • Author(s)
      Tetsunari Inamura
    • Organizer
      IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems
    • Place of Presentation
      Hongkong, China
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Framework of Recognizing Physical Situation in Text Description with Physics Simulation2014

    • Author(s)
      Hikaru Yokono
    • Organizer
      International Conference on Information Science, Electronics and Electrical Engineering
    • Place of Presentation
      Sapporo City, Hokkaido
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大学入試問題を解く「ロボット」と「知能ロボティクス」2013

    • Author(s)
      稲邑哲也
    • Organizer
      栢森情報科学振興財団第13回Kフォーラム
    • Place of Presentation
      高山
    • Year and Date
      2013-08-01
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] 物理シミュレーションと時系列データからの事象認識による物理問題解答2013

    • Author(s)
      横野光, 稲邑哲也
    • Organizer
      人工知能学会全国大会予稿集
    • Place of Presentation
      富山
    • Year and Date
      2013-06-05
    • Related Report
      2013 Final Research Report
  • [Presentation] 大学入試問題を解く「ロボット」と「知能ロボティクス」2013

    • Author(s)
      稲邑哲也
    • Organizer
      栢森情報科学振興財団 第13回Kフォーラム
    • Place of Presentation
      ホテルアソシア高山リゾート(岐阜県)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 物理モデル理解と自然言語処理の統合による試験問題の解答生成2012

    • Author(s)
      稲邑哲也, 横野光, 新井紀子
    • Organizer
      日本ロボット学会学術講演会予稿集
    • Place of Presentation
      東京 (p.RSJ2012AC3M2-1)
    • Year and Date
      2012-09-19
    • Related Report
      2013 Final Research Report
  • [Presentation] 物理モデル理解と自然言語処理の統合による試験問題の解答生成

    • Author(s)
      稲邑 哲也
    • Organizer
      日本ロボット学会学術第30回記念講演会
    • Place of Presentation
      札幌コンベンションセンター
    • Related Report
      2012 Research-status Report
  • [Presentation] 日本語のガ格に対する副助詞「は」の使用の推定

    • Author(s)
      横野 光
    • Organizer
      情報処理学会 第207回自然言語処理研究会
    • Place of Presentation
      北海道大学札幌キャンパス
    • Related Report
      2012 Research-status Report
  • [Remarks]

    • URL

      http://21robot.org/research_activities/science/

    • Related Report
      2013 Final Research Report
  • [Remarks] 実世界へのグラウンディングに挑む理科問題への解答

    • URL

      http://21robot.org/research_activities/science/

    • Related Report
      2013 Annual Research Report
  • [Remarks] ロボットは東大に入れるか-国立情報学研究所「人工頭脳プロジェクト」-

    • URL

      http://21robot.org/About/

    • Related Report
      2012 Research-status Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

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