Mitigating Scaffolding Collapse in Socratic Tutors via Representation Alignment

Jing Shao, Qifeng Wu, Hanyu Zhang +2

Large language model (LLM)-based Socratic tutors increasingly guide students through multi-turn questioning, but they can suffer from scaffolding collapse: under sustained student…