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.
Graph-to- tree neural networks for learning structured input-output translation with applications to semantic parsing and math word problem,
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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AI for mathematics is best described as a supervision ladder — final answers, programs, process rewards, proof-assistant kernels — culminating in verified-discovery workflows.
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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Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery
AI for mathematics is best described as a supervision ladder — final answers, programs, process rewards, proof-assistant kernels — culminating in verified-discovery workflows.