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Development of methods for extractive and abstractive text summarization based on machine learning with large-scale data

Research Project

Project/Area Number 26280080
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionTokyo Institute of Technology

Principal Investigator

Takamura Hiroya  東京工業大学, 科学技術創成研究院, 准教授 (80361773)

Co-Investigator(Kenkyū-buntansha) 笹野 遼平  東京工業大学, 精密工学研究所, 助教 (70603918)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥16,250,000 (Direct Cost: ¥12,500,000、Indirect Cost: ¥3,750,000)
Fiscal Year 2016: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2015: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2014: ¥8,450,000 (Direct Cost: ¥6,500,000、Indirect Cost: ¥1,950,000)
Keywords文書要約 / 機械学習 / 大規模データ / ニューラルネットワーク / 自然言語処理
Outline of Final Research Achievements

We developed a method for automatically creating a large-scale training dataset for text summarization as well as a technique to make use of the dataset. We also developed a method for incorporating sentence division, sentence merge, and sentence compression as components for single-document text summarization. We also developed a method for generating personalized snippets. We also developed a method for creating inning summaries for baseball matches. In the field of neural network-based summarization, we developed a method for controlling the output length for sequence-to-sequence summarization model, and a method for automatically creating a large-scale dataset for Japanese sentence compression.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (15 results)

All 2017 2016 2015 Other

All Int'l Joint Research (1 results) Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (10 results) (of which Int'l Joint Research: 4 results) Remarks (1 results) Patent(Industrial Property Rights) (2 results)

  • [Int'l Joint Research] Carnegie Melon University(米国)

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Generating Personalized Snippets forWeb Page Recommender Systems2016

    • Author(s)
      渡邉亮彦, 笹野遼平, 高村大也, 奥村学
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 31 Issue: 5 Pages: C-G41_1-12

    • DOI

      10.1527/tjsai.C-G41

    • NAID

      130005249126

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Japanese Sentence Compression with a Large Training Dataset2017

    • Author(s)
      Shun Hasegawa, Yuta Kikuchi, Hiroya Takamura and Manabu Okumura
    • Organizer
      the 55th Annual Meeting of the Association for Computational Linguistics (ACL2017)
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2017-07-30
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 大規模データを用いた日本語文圧縮2017

    • Author(s)
      長谷川駿, 菊池悠太, 高村大也, 奥村学
    • Organizer
      言語処理学会年次大会
    • Place of Presentation
      つくば
    • Year and Date
      2017-03-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] Controlling Output Length in Neural Encoder-Decoders2016

    • Author(s)
      Yuta Kikuchi, Graham Neubig, Ryohei Sasano, Hiroya Takamura and Manabu Okumura
    • Organizer
      the Conference on Empirical Methods in Natural Language Processing (EMNLP 2016)
    • Place of Presentation
      Austin, Texas, USA
    • Year and Date
      2016-11-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Encoder-Decoderモデルにおける出力長制御2016

    • Author(s)
      菊池悠太, Graham Neubig, 笹野遼平, 高村大也, 奥村学
    • Organizer
      情報処理学会, 自然言語処理研究会
    • Place of Presentation
      岡山県立大学
    • Year and Date
      2016-07-29
    • Related Report
      2016 Annual Research Report
  • [Presentation] 打者成績からのイニング速報の自動生成2016

    • Author(s)
      村上聡一朗, 笹野遼平, 高村大也, 奥村学
    • Organizer
      言語処理学会 第21回年次大会
    • Place of Presentation
      東北大学
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] 要約長,文長,文数制約付きニュース記事要約2016

    • Author(s)
      田中駿, 笹野遼平, 高村大也, 奥村学
    • Organizer
      言語処理学会 第21回年次大会
    • Place of Presentation
      東北大学
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] レビューを対象とした単一文書要約2016

    • Author(s)
      小池将郎, 笹野遼平, 高村大也, 奥村学
    • Organizer
      言語処理学会 第21回年次大会
    • Place of Presentation
      東北大学
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] Learning from Numerous Untailored Summaries2016

    • Author(s)
      Yuta Kikuchi, Akihiko Watanabe, Ryohei Sasano, Hiroya Takamura and Manabu Okumura
    • Organizer
      The 14th Pacific Rim International Conferences on Artificial Intelligence (PRICAI 2016)
    • Place of Presentation
      Phuket, Thailand
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Acquiring Activities of People Engaged in Certain Occupations2016

    • Author(s)
      Miho Matsunagi, Ryohei Sasano, Hiroya Takamura and Manabu Okumura
    • Organizer
      The 14th Pacific Rim International Conferences on Artificial Intelligence (PRICAI 2016)
    • Place of Presentation
      Phuket, Thailand
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 重要箇所同定用コーパスの構築―New York Times Annotated Corpusの文書要約資源化に向けて―2015

    • Author(s)
      菊池悠太, 渡邉亮彦, 高村大也, 奥村学
    • Organizer
      言語処理学会第21回年次大会
    • Place of Presentation
      京都大学(京都府)
    • Year and Date
      2015-03-18
    • Related Report
      2014 Annual Research Report
  • [Remarks] lencon

    • URL

      https://github.com/kiyukuta/lencon

    • Related Report
      2016 Annual Research Report
  • [Patent(Industrial Property Rights)] 文書要約装置2016

    • Inventor(s)
      田中駿、笹野遼平、高村大也、奥村学
    • Industrial Property Rights Holder
      国立大学法人東京工業大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2016-035558
    • Filing Date
      2016-02-26
    • Related Report
      2015 Annual Research Report
  • [Patent(Industrial Property Rights)] 野球のイニング速報の自動生成器2016

    • Inventor(s)
      村上聡一朗、笹野遼平、高村大也、奥村学
    • Industrial Property Rights Holder
      国立大学法人東京工業大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2016-035560
    • Filing Date
      2016-02-26
    • Related Report
      2015 Annual Research Report

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Published: 2014-04-04   Modified: 2022-02-16  

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