Do LLM Tutors Actually Teach? A Process-Centered Synthesis of the Tutoring Loop

Sayantan Adak, Rima Hazra, Koyel Mukherjee +2

Large language models can produce fluent tu- toring dialogue, but whether they actually help students learn remains unclear. We present a process-centered synthesis of LLM tutoring…