David M Dávila-García

Lightweight open-source large language models versus cTAKES for information extraction from discharge summaries: tobacco smoking status test case

2025 · JAMIA Open

Abstract Objectives To compare lightweight open-source large language models (LLMs) with cTAKES, a state-of-the-art natural language processing (NLP) system, in an information extraction task from hospitalization discharge summaries. Materials and Methods Two readers annotated 250 …