arXiv:2411.01369cs.CLcs.CY2024-11被引 7

用ChatGPT一天内生成完整课程,原创性高且获专家认可

Artificial Intelligence Driven Course Generation: A Case Study Using ChatGPT

  • 通过迭代提示词生成内容、翻译、习题和排版,全流程自动化
  • 课程生成耗时不足1天,查重率仅8.7%(Detectia)和13%(Turnitin)
  • 适合教育工作者快速建课,也适用于政策制定者评估AI教育应用

本研究探讨了人工智能(特别是ChatGPT)在生成教学内容中的应用。以多媒体数据库课程为例,旨在评估AI驱动课程生成的效率、质量与影响。课程内容在不到一天内通过提示词迭代完成,涵盖翻译、内容扩展、实践案例、作业设计、补充材料及LaTeX格式化。每部分生成后立即验证准确性。使用Detectia和Turnitin进行事后分析,相似度分别为8.7%和13%,表明高度原创性。课程经专家与大学委员会审核批准,英文授课教师对其语言质量给予好评。ChatGPT还生成了结构清晰、类型多样的课程考试。研究发现其显著提升时间效率、覆盖全面且灵活性强。同时指出需关注数据隐私、技术依赖、内容准确性和算法偏见等问题,强调教育者、政策制定者与技术开发者协作的重要性。

原文摘要 · Abstract (English)

This study explores Artificial Intelligence use, specifically ChatGPT, in creating educational content. The study aims to elaborate on using ChatGPT to create course materials. The main objective is to assess the efficiency, quality, and impact of AI-driven course generation, and to create a Multimedia Databases course as a case study. The study highlights the potential of AI to revolutionize educational content creation, making it more accessible, personalized, and efficient. The course content was generated in less than one day through iterative methods, using prompts for translation, content expansion, practical examples, assignments, supplementary materials, and LaTeX formatting. Each part was verified immediately after generation to ensure accuracy. Post-generation analysis with Detectia and Turnitin showed similarity rates of 8.7% and 13%, indicating high originality. Experts and university committees reviewed and approved the course, with English university teachers praising its language quality. ChatGPT also created a well-structured and diversified exam for the module. Key findings reveal significant time efficiency, comprehensive content coverage, and high flexibility. The study underscores AI's transformative potential in education, addressing challenges related to data privacy, technology dependence, content accuracy, and algorithmic biases. The conclusions emphasize the need for collaboration between educators, policymakers, and technology developers to harness AI's benefits in education fully.

AI教育课程生成ChatGPT自动建课

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