Large Language Models as Students Who Think Aloud: Overly Coherent, Verbose, and Confident

Conrad Borchers, Jill-Jênn Vie, Roger Azevedo

Large language models (LLMs) are increasingly embedded in AI-based tutoring systems. Can they faithfully model novice reasoning and metacognitive judgments? Existing evaluations em…