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cs.HC2026
ParaTutor: Coordinating Parent and Child Math Tutoring through Role Separated LLM Scaffolding
Lan Luo, Anqi Wang, Muzhi Zhou +4
Parent and child tutoring is a collaborative learning setting with asymmetric roles. Parents guide children s problem solving, while children are expected to remain actively engage…
cs.HC2026
Meflex: A Multi-agent Scaffolding System for Entrepreneurial Ideation Iteration via Nonlinear Business Plan Writing
Lan Luo, Dongyijie Primo Pan, Junhua Zhu +2
Business plan (BP) writing plays a key role in entrepreneurship education by helping learners construct, evaluate, and iteratively refine their ideas. However, conventional BP writ…
cs.HC2025★ 4 cited
Designing the Future of Entrepreneurship Education: Exploring an AI-Empowered Scaffold System for Business Plan Development
Junhua Zhu, Lan Luo
Entrepreneurship education equips students to transform innovative ideas into actionable entrepreneurship plans, yet traditional approaches often struggle to provide the personaliz…