The Tutoring Effectiveness Index: Predicting LLM Math Tutor Quality from Four Conversation Signals

Shim Jaechang, Unggi Lee

Aligning large language models (LLMs) as math tutors typically demands costly reinforcement-learning (RL) training and external LLM judges. We ask whether a frozen model's internal…