MAIC-UI:使用生成式用户界面制作交互式课件 / MAIC-UI: Making Interactive Courseware with Generative UI
1️⃣ 一句话总结
本文提出了一种名为MAIC-UI的零代码课件制作系统,它利用结构化知识分析和两阶段生成-验证-优化流程,让教育工作者无需编程即可将教材、PPT或PDF快速转化为交互式STEM课件,并在课堂实验中显著提升了学生的学习效果和自主学习能力。
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 this https URL.
MAIC-UI:使用生成式用户界面制作交互式课件 / MAIC-UI: Making Interactive Courseware with Generative UI
本文提出了一种名为MAIC-UI的零代码课件制作系统,它利用结构化知识分析和两阶段生成-验证-优化流程,让教育工作者无需编程即可将教材、PPT或PDF快速转化为交互式STEM课件,并在课堂实验中显著提升了学生的学习效果和自主学习能力。
源自 arXiv: 2604.25806