AI Tutors Over‑Help: New Framework Shows LLMs Miss the Balance
AllenAI’s TutorMoments framework tests LLM tutors on real tutoring transcripts, measuring whether they intervene or let students think. The study shows current models overwhelmingly over‑help, even when prompted to balance support, falling short of human tutors. The team released the de‑identified transcript dataset and code for reproducible research.