Large Language Models Are Zero-Shot Cross-Domain Diagnosticians in Cognitive Diagnosis

A novel paradigm, large language model (LLM)-guided cognitive state transfer (LCST) is proposed, which leverages the powerful capabilities of LLMs to bridge the gap between the source and target domains and significantly improves cognitive diagnostic performance.