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Construction of a computational model of word sense based on vocabulary, phonology, and pronunciation, and its application to multiple document summarization

Research Project

Project/Area Number 18K11429
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 61030:Intelligent informatics-related
Research InstitutionUniversity of Yamanashi

Principal Investigator

SUZUKI Yoshimi  山梨大学, 大学院総合研究部, 教授 (20206551)

Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2020: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2019: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2018: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords語感 / 感情 / 筆者の意図 / 音韻 / 感情分析 / 主張の強さ / 文書要約 / 意図判定 / データベース / 意図分類 / 要約 / 語感データベース / 音韻情報 / 発音の仕方 / 発音 / 深層学習 / 意図理解
Outline of Final Research Achievements

By using vocabulary, phonology, and pronunciation effectively, we were able to distinguish nuance in words. The use of word sense information enables us to estimate the author's intention and paves the way for the creation of summaries that emphasize the author's intention. Based on these findings, we developed a sentiment analysis of various review sentences, a peer-review score prediction system using peer-reviewed sentences, an article writing support system, and a speech synthesis model using facial landmarks, and our research results were published.

Academic Significance and Societal Importance of the Research Achievements

語彙と音韻及び発音を利用することで語感の区別ができるようになった.また,語感情報により筆者の意図を予測することが可能になり,より効率の良い要約への利用につなげることができた.

Report

(6 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (12 results)

All 2023 2022 2021 2020 2019 Other

All Presentation (11 results) (of which Int'l Joint Research: 6 results) Remarks (1 results)

  • [Presentation] Improving Peer-Review Score Prediction with Semi-Supervised Learning and Denoising Networks2023

    • Author(s)
      Panitan Muangkammuen, 福本文代,李吉屹,鈴木良弥
    • Organizer
      言語処理学会第29回年次大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Disentangling Meaning and Style for Positive Text Reframing2023

    • Author(s)
      徐勝,鈴木良弥,李吉屹,郷健太郎,福本文代
    • Organizer
      言語処理学会第29回年次大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Exploiting Labeled and Unlabeled Data via Transformer Fine-tuning for Peer-Review Score Prediction2022

    • Author(s)
      Panitan Muangkammuen, Fumiyo Fukumoto, Jiyi Li, and Yoshimi Suzuki
    • Organizer
      EMNLP2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 局所および大域的特徴量に基づく語義の曖昧性解消2022

    • Author(s)
      浅川翔, 鈴木良弥, 李吉屹, 福本文代
    • Organizer
      言語処理学会第28回年次大会
    • Related Report
      2021 Research-status Report
  • [Presentation] Semi-Supervised Learning for Aspect-Based Sentiment Analysis2021

    • Author(s)
      Hang Zheng, Yoshimi Suzuki, Jianhui Zhang, Fumiyo Fukumoto, Hiromitsu Nishizaki
    • Organizer
      2021 International Conference on Cyberworlds
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Sentiment analysis using semi-supervised learning with few labeled data2020

    • Author(s)
      Yuhao Pan, Zhiqun Chen, Yoshimi Suzuki, Fumiyo Fukumoto, Hiromitsu Nishizaki
    • Organizer
      2020 International Conference on Cyberworlds
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Detecting hate speech from tweets for sentiment analysis2019

    • Author(s)
      Lin Jiang and Yoshimi Suzuki
    • Organizer
      2019 6th International Conference on Systems and Informatics (ICSAI)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Integrating Internet Directories by Estimating Category Correspondences2019

    • Author(s)
      Yoshimi Suzuki and Fumiyo Fukumoto
    • Organizer
      Proceedings of 11th International Conference on Knowledge Engineering and Ontology Development
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Classifying Short Text in Social Media for Extracting Valuable Ideas2019

    • Author(s)
      Apichai Chan-udom, Karman Chan, Yoshimi Suzuki
    • Organizer
      CICLing (Internanional Conference on Computational Linguistics and Intelligent Text Processing)
    • Related Report
      2019 Research-status Report
  • [Presentation] Classifying Short Text in Social Media for Extracting Valuable Ideas2019

    • Author(s)
      Chan Udom Apichai, Chan Karman and Yoshimi Suzuki
    • Organizer
      Cicling2019
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] ユーザレビューを用いた内容ベース推薦における時系列情報の利用2019

    • Author(s)
      田代 光,鈴木良弥
    • Organizer
      平成31年言語処理学会年次大会講演論文集
    • Related Report
      2018 Research-status Report
  • [Remarks] 鈴木(良)研究室 Publications

    • URL

      http://www.ircl.yamanashi.ac.jp/~ysuzuki/lab/publications.html

    • Related Report
      2019 Research-status Report

URL: 

Published: 2018-04-23   Modified: 2024-01-30  

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