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Natural Pause Generation in Conversations by Psychologically Plausible Natural Language Processing

Research Project

Project/Area Number 18K18504
Research Category

Grant-in-Aid for Challenging Research (Exploratory)

Allocation TypeMulti-year Fund
Review Section Medium-sized Section 2:Literature, linguistics, and related fields
Research InstitutionShizuoka University

Principal Investigator

Kano Yoshinobu  静岡大学, 情報学部, 准教授 (20506729)

Project Period (FY) 2018-06-29 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
Fiscal Year 2020: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2019: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords自然言語処理 / 間 / 生成 / 話し言葉処理 / 対話システム
Outline of Final Research Achievements

By adopting a model closer to humans, we aim to generate a natural pause like a humans, and the interrupt/backchannel timing during conversations. We further aim to apply such a spoken language processing to dialogue systems. We recorded a spoken language corpus, then trascribed and assigned annotations of backchannel/interrupt timing, etc. We constructed an inference system using these annotations based on speech and linguistic features. We built a dialogue system and implemented an agent which participates in the natural language division of the annual AI Werewolf Contest, where agents automatically play the conversation game "Mafia".

Academic Significance and Societal Importance of the Research Achievements

統計的手法の隆盛により、既存の自然言語処理研究のほとんどは大規模データを取集しやすい書き言葉を前提に研究がおこなわれている。そのために話し言葉の処理性能は未だ不十分なのが現状である。また、人間の言語処理は話し言葉を基盤としている可能性が高く、書き言葉の処理においても話し言葉の処理が有用な可能性があり、「間」をはじめとする音声的な要素も取り込んだシステム構築は、自然言語処理全般に資すると共に、人間の言語処理メカニズムの解明にもつながるものである。

Report

(4 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (22 results)

All 2021 2020 2019 2018

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (19 results) (of which Int'l Joint Research: 7 results,  Invited: 2 results)

  • [Journal Article] Middle Expression and Its Converter from Natural Language for Conversation Game “Mafia”2020

    • Author(s)
      Minowa Takashi、Kano Yoshinobu
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 35 Issue: 1 Pages: DSI-F_1-13

    • DOI

      10.1527/tjsai.DSI-F

    • NAID

      130007779293

    • ISSN
      1346-0714, 1346-8030
    • Year and Date
      2020-01-01
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Large-Scale Dialog Corpus Towards Automatic Mental Disease Diagnosis2019

    • Author(s)
      Sakishita Masahito、Kishimoto Taishiro、Takinami Akiho、Eguchi Yoko、Kano Yoshinobu
    • Journal Title

      Studies in Computational Intelligence

      Volume: 843 Pages: 111-118

    • DOI

      10.1007/978-3-030-24409-5_10

    • ISBN
      9783030244088, 9783030244095
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Autism Spectrum Disorder’s Severity Prediction Model Using Utterance Features for Automatic Diagnosis Support2019

    • Author(s)
      Sakishita Masahito、Ogawa Chihiro、Tsuchiya Kenji J.、Iwabuchi Toshiki、Kishimoto Taishiro、Kano Yoshinobu
    • Journal Title

      Studies in Computational Intelligence

      Volume: 843 Pages: 83-95

    • DOI

      10.1007/978-3-030-24409-5_8

    • ISBN
      9783030244088, 9783030244095
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Presentation] 積極傾聴におけるあいづちのタイミングの予測2021

    • Author(s)
      福野将人, 狩野芳伸
    • Organizer
      言語処理学会第27回年次大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 人狼知能開発のためのドメイン特化事前学習モデルの作成2021

    • Author(s)
      角田一星, 狩野芳伸
    • Organizer
      言語処理学会第27回年次大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Diverse dialogue generation with context dependent dynamic loss function2020

    • Author(s)
      Ayaka Ueyama, Yoshinobu Kano
    • Organizer
      The 28th International Conference on Computational Linguistics (COLING 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 人狼知能における自然な雑談の生成2020

    • Author(s)
      三原直樹, 狩野芳伸
    • Organizer
      情報学シンポジウム2020
    • Related Report
      2020 Annual Research Report
  • [Presentation] 生成文の文脈に応じ動的に変化する損失関数による多様な対話応答生成2020

    • Author(s)
      上山彩夏, 狩野芳伸
    • Organizer
      言語処理学会第26回年次大会(2020)
    • Related Report
      2019 Research-status Report
  • [Presentation] 再帰的にエンコードを行う階層型Transformerによるマルチターン雑談対話の応答生成2020

    • Author(s)
      岩間寛悟, 狩野芳伸
    • Organizer
      言語処理学会第26回年次大会(2020)
    • Related Report
      2019 Research-status Report
  • [Presentation] パネル討論OS09ゲーム研究の新展開と認知科学2020

    • Author(s)
      伊藤毅志,松原仁,山本雅人,狩野芳伸,大澤博隆
    • Organizer
      日本認知科学会第36回大会 (2019)
    • Related Report
      2019 Research-status Report
  • [Presentation] Japanese Medical NLP: Automatic Diagnosis of Mental Disorders from Dialogs and Processing Electronic Health Records2020

    • Author(s)
      Yoshinobu Kano
    • Organizer
      6th Biomedical Linked Annotation Hackathon (BLAH6)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] AI Werewolf Agent with Reasoning Using Role Patterns and Heuristics2019

    • Author(s)
      Issei Tsunoda and Yoshinobu Kano
    • Organizer
      The 1st International Workshop of AI Werewolf and Dialog System (AIWolfDial2019), collocated with the INLG 2019 conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Overview of AIWolfDial 2019 Shared Task: Contest of Automatic Dialog Agents to Play the Werewolf Game through Conversations2019

    • Author(s)
      Yoshinobu Kano, Claus Aranha, Michimasa Inaba, Fujio Toriumi, Hirotaka Osawa, Daisuke Katagami, Takashi Otsuki, Issei Tsunoda, Shoji Nagayama, Dolca Tellols, Yu Sugawara and Yohei Nakata
    • Organizer
      The 1st International Workshop of AI Werewolf and Dialog System (AIWolfDial2019), INLG 2019 conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Beyond end-to-end learning: Dialog system, sentence generation, and conversation analysis for automatic mental disorder diagnosis2019

    • Author(s)
      Yoshinobu Kano
    • Organizer
      31st Conference on Computational Linguistics and Speech Processing (ROCLING 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] N-bestのスコアと文字列類似度を素性に用いた音声認識結果における誤り検出の検討2019

    • Author(s)
      島田渉平, 狩野芳伸
    • Organizer
      言語処理学会第25回年次大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 自閉スペクトラム症の発話者コーパス作成と自動診断支援システム構築2019

    • Author(s)
      﨑下雅仁, 小川ちひろ, 土屋賢治, 岩渕俊樹, 岸本泰士郎, 狩野芳伸
    • Organizer
      言語処理学会第26回年次大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Large-scale Dialog Corpus Towards Automatic Mental Disease Diagnosis2019

    • Author(s)
      M. Sakishita, T. Kishimoto, A. Takinami, Y. Eguchi, Y. Kano.
    • Organizer
      International Workshop on Health Intelligence (W3PHAI 2019), AAAI-19
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Autism Spectrum Disorder’s Severity Prediction Model Using Utterance Features for Automatic Diagnosis Support2019

    • Author(s)
      M. Sakishita, C. Ogawa, K. J. Tsuchiya, T. Iwabuchi, T. Kishimoto, Y. Kano.
    • Organizer
      International Workshop on Health Intelligence (W3PHAI 2019), AAAI-20
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 類似単語を元にしたメタファー生成の検討2018

    • Author(s)
      梅村奏子, 狩野芳伸
    • Organizer
      メタファー研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] 対話音声合成のためのCRFによる日本語東京方言のアクセント結合推定2018

    • Author(s)
      服部充, 狩野芳伸
    • Organizer
      第125回音声言語情報処理研究会(IPSJ-SLP)
    • Related Report
      2018 Research-status Report
  • [Presentation] 音響的特徴を用いた応答の使い分け・挿入を行う傾聴対話システムの試作2018

    • Author(s)
      福野将人, 狩野芳伸
    • Organizer
      第9回対話システムシンポジウム(言語・音声理解と対話処理研究会)
    • Related Report
      2018 Research-status Report
  • [Presentation] 単語の分散表現を用いた相槌生成タイミングの予測2018

    • Author(s)
      黒田和矢, 狩野芳伸
    • Organizer
      第10回対話システムシンポジウム(言語・音声理解と対話処理研究会)
    • Related Report
      2018 Research-status Report

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Published: 2018-07-25   Modified: 2022-01-27  

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