AI RESEARCH
Implicit Geographic Inference in LLM Medical Triage: Language-Driven Disparities in Emergency Recommendations
arXiv CS.AI
•
ArXi:2606.01204v1 Announce Type: cross 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, Japanese, Arabic) with 30 runs per condition (n=450 total API calls