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.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.HC 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
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.