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2022 年度 実施状況報告書

Investigating an AI-based writing assistant's impact on English language learners' writing proficiency

研究課題

研究課題/領域番号 22K00718
研究機関兵庫県立大学

研究代表者

ガイエド ジョンモリース  兵庫県立大学, 国際交流機構, 英語インストラクター (20868393)

研究分担者 クロス ジェフリーS  東京工業大学, 環境・社会理工学院, 教授 (90532044)
研究期間 (年度) 2022-04-01 – 2025-03-31
キーワードCALL / AI assistant / L2 writing / metacognition / artificial intelligence / AIED
研究実績の概要

Progress thus far has been encouraging on the development and testing of an AI based writing assistant for second language learners. Three peer reviewed papers were published in international journals, in addition to disseminating the results at international conferences. These results demonstrate the effectiveness and innovation of the approach used in this research. Progress in developing the core features and functionalities of the writing assistant were also expanded to include better functionality and meta-cognitive support to the L2 writer. In addition, further collaboration opportunities after presented themselves due to the publication results of this research. The researcher is very encouraged with the recent interest in AI generated content such as ChatGPT, Google Bard and etc. The research results show promise and further development of AI-based assistance for L2 leaners is warranted.

現在までの達成度 (区分)
現在までの達成度 (区分)

1: 当初の計画以上に進展している

理由

The researcher is still continuing to disseminate the results of this research. This includes further participation in international second language research conferences. Additionally, the researcher is creating a framework for the use of AI in the classroom. The intention is to circulate a framework that educators from different fields can adapt and use in their classrooms.

今後の研究の推進方策

Due to the rapid development of large language models (LLMs) such as ChatGPT and Google Bard, the researcher is reassessing the approach and base technology used in this research. This research uses technology largely based on GPT-2 language models which have been made obsolete in the span of a few short years. The language support chat-based models (such as ChatGPT which uses GPT-4) show promise of providing more sophisticated and understandable feedback to the second language writer. Therefore, the researcher is investigating updating the underlying technology used to improve its overall performance.

次年度使用額が生じた理由

Due to the COVID-19 pandemic, the number of conferences attended was very small. In addition development work on the software will be accelerated in the 2023 fiscal year in addition to recruiting more participants for data analysis.

  • 研究成果

    (6件)

すべて 2022

すべて 雑誌論文 (3件) (うち国際共著 3件、 査読あり 3件、 オープンアクセス 1件) 学会発表 (3件)

  • [雑誌論文] Impact on Second Language Writing via an Intelligent Writing Assistant and Metacognitive Training2022

    • 著者名/発表者名
      Maurice Gayed John、Kristine Jonson Carlon May、Scott Cross Jeffrey
    • 雑誌名

      IEEE Frontiers in Education Conference (FIE)

      巻: 0 ページ: 1-9

    • DOI

      10.1109/FIE56618.2022.9962406

    • 査読あり / 国際共著
  • [雑誌論文] The Matthew effect in CALL: Examining the equity of a novel intelligent writing assistant as English language support2022

    • 著者名/発表者名
      Gayed John、Jonson Carlon May Kristine、Cross Jeffrey
    • 雑誌名

      Proceedings of the XXIst International CALL Research Conference

      巻: 0 ページ: 80~93

    • DOI

      10.29140/9781914291050-12

    • 査読あり / 国際共著
  • [雑誌論文] Exploring an AI-based writing assistant's impact on English language learners2022

    • 著者名/発表者名
      Gayed John Maurice、Carlon May Kristine Jonson、Oriola Angelu Mari、Cross Jeffrey S.
    • 雑誌名

      Computers and Education: Artificial Intelligence

      巻: 3 ページ: 100055~100055

    • DOI

      10.1016/j.caeai.2022.100055

    • 査読あり / オープンアクセス / 国際共著
  • [学会発表] Impact on Second Language Writing via an Intelligent Writing Assistant and Metacognitive Training.2022

    • 著者名/発表者名
      Gayed, J.M.
    • 学会等名
      2022 IEEE Frontiers in Education Conference (FIE), 2022
  • [学会発表] The Equity of a Novel Intelligent Writing Assistant as English Language Learning Support2022

    • 著者名/発表者名
      Gayed, J.M.
    • 学会等名
      SmartCALL XXIst International CALL Research Conference
  • [学会発表] Human-mediated AI writing assistance: A case study with Japanese English Language Learners2022

    • 著者名/発表者名
      Gayed, J.M.
    • 学会等名
      JACET 60th Commemorative International Convention

URL: 

公開日: 2023-12-25  

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