Interpretable Knowledge Tracing
— A novel framework for dialogue-based Knowledge Tracing that explicitly models both student ability and tutor-turn difficulty using Item Response Theory, producing interpretable cognitive quantities from LLM output logits. Addresses two critical gaps in prior work: ignored quest...