arXiv:2604.25806cs.CLcs.AI2026-04被引 1

零代码生成互动课件,让教师轻松制作可快速修改的交互式教学内容。

MAIC-UI: Making Interactive Courseware with Generative UI

论文配图:MAIC-UI: Making Interactive Courseware with Generative UI
图 1 · 摘自论文原文
  • 通过多模态分析与分阶段生成验证,确保教学内容准确
  • 点击定位编辑实现10秒内完成修改,提升创作流畅度
  • 实测显著降低修改次数,提升学生学习主动性和成绩

传统互动式STEM课件制作需掌握HTML/CSS/JavaScript,对教育者门槛过高。现有生成工具多产出静态内容,难以处理长文档且缺乏教学准确性保障,修改一次需200至600秒,打断创作流程。本文提出MAIC-UI,一种零代码课件创作系统,支持从教材、PPT和PDF快速生成可交互课件。其核心包括:(1)基于多模态理解的结构化知识分析,保障教学严谨性;(2)生成-验证-优化两阶段分离架构,区分内容对齐与视觉优化;(3)点击定位编辑结合统一差异增量生成,实现子10秒迭代周期。40人对照实验显示,相比直接文本转HTML,MAIC-UI减少编辑迭代次数(4.9 vs. 7.0),显著提升可学性和可控性。三个月课堂部署中,53名高中生使用后,实验班在STEM学科成绩上平均提升9.21分,而对照组下降2.32分。代码已开源于https://github.com/THU-MAIC/MAIC-UI。

原文摘要 · Abstract (English)

Creating interactive STEM courseware traditionally requires HTML/CSS/JavaScript expertise, leaving barriers for educators. While generative AI can produce HTML codes, existing tools generate static presentations rather than interactive simulations, struggle with long documents, and lack pedagogical accuracy mechanisms. Furthermore, full regeneration for modifications requires 200--600 seconds, disrupting creative flow. We present MAIC-UI, a zero-code authoring system that enables educators to create and rapidly edit interactive courseware from textbooks, PPTs, and PDFs. MAIC-UI employs: (1) structured knowledge analysis with multi-modal understanding to ensure pedagogical rigor; (2) a two-stage generate-verify-optimize pipeline separating content alignment from visual refinement; and (3) Click-to-Locate editing with Unified Diff-based incremental generation achieving sub-10-second iteration cycles. A controlled lab study with 40 participants shows MAIC-UI reduces editing iterations (4.9 vs. 7.0) and significantly improves learnability and controllability compared to direct Text-to-HTML generation. A three-month classroom deployment with 53 high school students demonstrates that MAIC-UI fosters learning agency and reduces outcome disparities -- the pilot class achieved 9.21-point gains in STEM subjects compared to -2.32 points in control classes. Our code is available at https://github.com/THU-MAIC/MAIC-UI.

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