✨SciEducator: Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System

📝 Summary:
SciEducator is a self-evolving multi-agent system designed for scientific video understanding and education. It integrates professional knowledge and step-wise reasoning to interpret scientific activities and produce multimodal educational content. SciEducator significantly outperforms existing m...

🔹 Publication Date: Published on Nov 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.17943
• PDF: https://arxiv.org/pdf/2511.17943

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#MultiAgentSystems #AIEducation #VideoUnderstanding #EdTech #AIResearch

✨METIS: Mentoring Engine for Thoughtful Inquiry & Solutions

📝 Summary:
METIS is an AI mentor for undergraduate research writing, outperforming GPT-5 and Claude Sonnet 4.5. It yields higher student scores and better document-grounded outputs, despite minor tool routing challenges.

🔹 Publication Date: Published on Jan 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2601.13075
• PDF: https://arxiv.org/pdf/2601.13075

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#AI #EdTech #LLM #ResearchWriting #Mentoring

✨MAIC-UI: Making Interactive Courseware with Generative UI

📝 Summary:
MAIC-UI is a zero-code system for educators to rapidly create and edit interactive STEM courseware using structured knowledge analysis and incremental generation. It significantly improves editing efficiency, student learnability, and STEM learning outcomes.

🔹 Publication Date: Published on Apr 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.25806
• PDF: https://arxiv.org/pdf/2604.25806
• Project Page: https://open.maic.chat/
• Github: https://github.com/THU-MAIC/MAIC-UI

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#EdTech #GenerativeAI #STEMEducation #NoCode #Courseware