Role-separated, phase-gated LLM scaffolding preserves parent-led math tutoring and children's reasoning better than generic LLM chat for 23 parent-child dyads.
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Pith papers citing it
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Students with minimal prior knowledge used AI tools and structured mentorship to design and build financial forecasting models through iterative workflow planning.
citing papers explorer
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ParaTutor: Coordinating Parent and Child Math Tutoring through Role Separated LLM Scaffolding
Role-separated, phase-gated LLM scaffolding preserves parent-led math tutoring and children's reasoning better than generic LLM chat for 23 parent-child dyads.
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Human-AI Co-Mentorship in Project-Based Learning: A Case Study in Financial Forecasting
Students with minimal prior knowledge used AI tools and structured mentorship to design and build financial forecasting models through iterative workflow planning.