生成AI時代における学習者の編集履歴を活用したプログラム読解力向上支援システム

项目来源

日本学术振兴会基金(JSPS)

项目主持人

中澤 真

项目受资助机构

会津大学短期大学部

项目编号

24K06348

立项年度

2024

立项时间

未公开

研究期限

未知 / 未知

项目级别

国家级

受资助金额

4680000.00日元

学科

教育工学関連

学科代码

未公开

基金类别

基盤研究(C)

关键词

プログラム読解力 ; 生成AI ; 学習支援システム ; 学習履歴 ;

参与者

梅澤克之

参与机构

湘南工科大学

项目标书摘要:Outline of Research at the Start:生成AI技術の進展に伴い、ソースコードを「一から書くこと」よりも「読むこと」の重要性が高まっている。このため、ソースコードの内容を正確に理解し、どの部分をどのように変更すればよいのかを判断する「読解力」を向上させるための、新しいプログラム読解教育手法の開発と学習者の編集履歴を活用した教育支援システムの構築を目指す。具体的には、ソースコードを適切に読解・カスタマイズする教育方法と、その学習過程の履歴から読解の深度や問題点をリアルタイムで分析・フィードバックするシステムを提案する。この新しいアプローチは、従来のコード作成支援を超え、コード理解の質を向上させる独自性と創造性を持った方法である。

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  • 1.Comparative Analysis of Learning Responses to Programming and Second Languages Using Biometric Measurements

    • 关键词:
    • Curricula;Education computing;Problem oriented languages;Teaching;Technology transfer;Biometric data;Biometric measurements;Brain wave;Comparative analyzes;English languages;Facial expressions analysis;Heart rate variability;Language education;Learning analytic;Second language
    • Umezawa, Katsuyuki;Nakazawa, Makoto;Yoshida, Satoshi;Nakano, Michiko;Hirasawa, Shigeichi
    • 《10th International STEM Education Conference, iSTEM-Ed 2025》
    • 2025年
    • July 30, 2025 - August 1, 2025
    • Pattaya, Thailand
    • 会议

    In Japan, the 'Course of Study' established in 2016 emphasizes the importance of early introduction of English language and programming education in response to internationalization and globalization trends. Although numerous studies have explored the commonalities and teaching methods of foreign and programming languages, most have relied solely on surveys. This study aimed to examine the similarities and differences in 18 types of biometric data collected while learners of both languages were answering the similar sort of problem sets carefully created for English and a programming language. An analysis of three factors revealed no significant differences (all p-values > 0.05) in biometric measurements between the two types of languages. In addition, a detailed post hoc analysis showed that, although a significant difference in heart rate was observed, this difference was influenced by the problem category rather than the language type. Therefore, the well-established know-how of English learning may be applicable to programming learning. © 2025 IEEE.

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  • 2.Verification of the effectiveness of classes using intermediate content for transitioning from a visual-to a text-based programming language

    • 关键词:
    • Contrastive Learning;Java programming language;Students;First year;Higher School;Learning analyze;Music contents;Programming beginners;Programming class;Seamless transition;Text-based language;Visual programming languages;Visual-based language
    • Umezawa, Katsuyuki;Nakazawa, Makoto;Hirasawa, Shigeichi
    • 《24th IEEE International Conference on Advanced Learning Technologies, ICALT 2024》
    • 2024年
    • July 1, 2024 - July 4, 2024
    • Hybrid, Nicosia, Cyprus
    • 会议

    In recent years, visual programming languages (VPLs), such as Scratch, have been widely used by programming beginners. Subsequently, learners often transition to text-based programming languages (TPLs), such as Java. However, a seamless transition between these two types of programming languages has not yet been effectively established. In this study, we experimentally demonstrated that students who utilized our proposed intermediate music content between learning VPL and TPL exhibited enhanced comprehension of the TPL. Our results indicate that students who engaged with intermediate content while transitioning from VPL to TPL during their high school years performed better in their first-year college programming classes compared to those who did not use such content. © 2024 IEEE.

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