Zi-Jiao Liu

Factual Hallucination in Medical Large Language Models: Typology, Evaluation, and Systematic Governance

Large language models (LLMs) have demonstrated transformative potential in clinical documentation generation, diagnostic assistance, and patient consultation. However, their tendency toward “hallucination”— generating semantically fluent but factually inconsistent content with established medical knowledge or input con...