arXiv:2512.02561cs.MAcs.AI2025-12

用AI模拟高中课堂,自动生成课件与笔记。

EZYer: A simulacrum of high school with generative agent

  • 构建教师、学生等四角色协同的生成代理,自动产出结构化课件。
  • 生成内容在五项指标上得分超基准,质量优秀。
  • 适合教育科技研发者和在线教学内容创作者参考。

随着在线教育与大语言模型的快速发展,现有教育工具在课件生成、互动笔记和内容质量保障方面仍存在服务不完整、性能不足、交互性弱等问题。本文提出生成式代理EZyEr:1)教师模块整合文本语料检索与深度生成技术,依据高中数学课程大纲自动生成结构化教学材料及LaTeX Beamer课件,并支持用户自定义插入图片;2)学生模块通过教师、助教、优等生与学困生四角色协同互动,由笔记员总结并生成有深度、有趣味的学习笔记;3)控制器设立关键词过滤、内容评分、角色互验与动态内容修正系统,确保输入输出的学术严谨性与教学适切性。为评估效果,设计包含内容准确性、知识覆盖度、可用性、格式正确性与视觉吸引力五维度评价体系,由五名大语言模型分别对100份Beamer课件与笔记进行评分,结果表明EZyEr生成内容质量优异,具备良好应用前景。

原文摘要 · Abstract (English)

With the rapid development of the online education and large language model, the existing educational tools still suffer from incomplete service, insufficient performance and weak interactivity in terms of courseware generation, interactive notes and quality assurance of content. In particular, the proposed generative agent EZYer : 1) Teacher Module: Integrating the Text Corpus retrieval and in-depth generation technologies, it automatically generates structured teaching materials and LaTeX Beamer courseware in line with the high school mathematics syllabus and supports user-defined image insertion. 2) Student Module: Throughout the collaborative interaction of the four roles of Teacher, Assistant, Top Student and Struggling Student, Note Taker summarizes and generates academic notes to enhance the depth and interest of learning. 3) Controller: set up keyword filtering system, content scoring system, role co-validation system, and dynamic content correction system. This ensure academic strictness and pedagogical propriety of EZYer inputs and outputs. In order to evaluate EZYer, this paper designs five-dimensional evaluation indexes of content accuracy, knowledge coverage, usability, formatting correctness and visual design and appeal, and scores 100 Beamer and Notes generated by EZYer by five large language models, separately, and the results show that the quality of EZYer-generated content is excellent and has a good application prospect.

教育AI生成代理课件生成多角色协作

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