3 papers
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.AI2025
Optimizing Large Language Models for Detecting Symptoms of Comorbid Depression or Anxiety in Chronic Diseases: Insights from Patient Messages
Jiyeong Kim, Stephen P. Ma, Michael L. Chen +8
Patients with diabetes are at increased risk of comorbid depression or anxiety, complicating their management. This study evaluated the performance of large language models (LLMs)…
cs.CL2024
Fine Tuning Large Language Models for Medicine: The Role and Importance of Direct Preference Optimization
Thomas Savage, Stephen Ma, Abdessalem Boukil +4
Large Language Model (LLM) fine tuning is underutilized in the field of medicine. Two of the most common methods of fine tuning are Supervised Fine Tuning (SFT) and Direct Preferen…