AI RESEARCH

Effects of Cross-lingual Evidence in Multilingual Medical Question Answering

arXiv CS.CL

ArXi:2604.20531v1 Announce Type: new This paper investigates Multilingual Medical Question Answering across high-resource (English, Spanish, French, Italian) and low-resource (Basque, Kazakh) languages. We evaluate three types of external evidence sources across models of varying size: curated repositories of specialized medical knowledge, web-retrieved content, and explanations from LLM's parametric knowledge. Moreover, we conduct experiments with multilingual, monolingual and cross-lingual retrieval.