Same Patient, Different Words, Different Diagnosis? Evaluating Semantic Stability in Clinical LLMs 事件

Same Patient, Different Words, Different Diagnosis? Evaluating Semantic Stability in Clinical LLMs arXiv:2605.30646v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly used in clinical applications. However, their behavior remains highly sensitive to subtle linguistic variations, such as rephrasing or syntactic variation. This sensitivity poses risks in safety-critical healthcare settings, where semantically equivalent inputs should produce consistent predictions. Howev