arXiv:2506.18941cs.CYcs.AI2025-06被引 1

用ChatGPT辅助课堂互动,提升大班计算机课学生参与度。

Can AI support student engagement in classroom activities in higher education?

  • 在软件工程大课中引入ChatGPT进行课堂活动,对比有无AI工具的参与情况。
  • 使用CAI后学生对学习内容的投入度显著提升,尤其在百人以上大班中效果明显。
  • 适合关注智能助教、教育AI落地的教师与课程设计者参考。

计算机科学专业因高薪前景和创造机会吸引大量学生,导致课程规模激增,从数百到上千人不等。大班教学常面临师生及学生与学习材料间缺乏互动的问题。随着大型语言模型(LLMs)的发展,基于对话式人工智能(CAI)的工具(如ChatGPT)为改善这一状况提供了可能。本研究在一所美国大学的软件工程大课中设计了一项课堂活动,让学生使用或不使用ChatGPT完成任务,采用被试内设计比较两种条件下的学生参与度。结果表明,使用CAI(ChatGPT)能有效支持学生在课堂活动中对学习内容的参与,尤其在大规模班级中表现突出。研究进一步讨论了其对教学实践的意义。

原文摘要 · Abstract (English)

Lucrative career prospects and creative opportunities often attract students to enroll in computer science majors and pursue advanced studies in the field. Consequently, there has been a significant surge in enrollment in computer science courses, resulting in large class sizes that can range from hundreds to even thousands of students. A common challenge in such large classrooms is the lack of engagement between students and both the instructor and the learning material. However, with advancements in technology and improvements in large language models (LLMs), there is a considerable opportunity to utilize LLM-based AI models, such as conversational artificial intelligence (CAI), to enhance student engagement with learning content in large classes. To explore the potential of CAI to support engagement, especially with learning content, we designed an activity in a software Engineering course (with a large class size) where students used CAI for an in-class activity. We conducted a within-subject investigation in a large classroom at a US university where we compared student engagement during an in-class activity that used CAI tool vs. one without CAI tool. The CAI tool we used was ChatGPT due to its widespread popularity and familiarity. Our results indicate that CAI (ChatGPT) has the potential to support engagement with learning content during in-class activities, especially in large class sizes. We further discuss the implications of our findings.

AI教育大班教学对话AIChatGPT

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