Implicit Geographic Inference in LLM Medical Triage: Language-Driven Disparities in Emergency Recommendations 事件

Implicit Geographic Inference in LLM Medical Triage: Language-Driven Disparities in Emergency Recommendations arXiv:2606.01204v1 Announce Type: new Abstract: We investigate whether large language models produce different medical triage recommendations for identical symptoms based solely on the language of the patient prompt. Using Gemini 3.5 Flash, we evaluate a neurological symptom profile (persistent headache, blurred vision, nausea) across six languages (English, Spanish, Chinese, Hindi, Jap