Yinhui Liu

Confident but unsupported: auditing large language models against supplied evidence boundaries in drug-induced liver injury assessment

These findings identify unsupported reassurance as measurable evidence-boundary behavior in LLM drug-risk assessment and establish a reproducible framework for auditing adherence to an externally supplied evidence boundary, defined by PubMed evidence classification and enforced by prompt policy rather than inferred independently by the model.