Domain specialization does not consistently improve clinical LLM robustness to meaning-preserving prompt variations, as shown by new sensitivity metrics on DiagnosisQA and MedQA.
The reliability of LLMs for medical diagnosis: An exam- ination of consistency, manipulation, and contextual awareness,
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Same Patient, Different Words, Different Diagnosis? Evaluating Semantic Stability in Clinical LLMs
Domain specialization does not consistently improve clinical LLM robustness to meaning-preserving prompt variations, as shown by new sensitivity metrics on DiagnosisQA and MedQA.