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cs.CL2026
Multi-Method Validation of Large Language Model Medical Translation Across High- and Low-Resource Languages
Chukwuebuka Anyaegbuna, Eduardo Juan Perez Guerrero, Jerry Liu +6
Language barriers affect 27.3 million U.S. residents with non-English language preference, yet professional medical translation remains costly and often unavailable. We evaluated f…
cs.CL2025
MedFactEval and MedAgentBrief: A Framework and Workflow for Generating and Evaluating Factual Clinical Summaries
François Grolleau, Emily Alsentzer, Timothy Keyes +17
Evaluating factual accuracy in Large Language Model (LLM)-generated clinical text is a critical barrier to adoption, as expert review is unscalable for the continuous quality assur…