Zero-shot agentic LLMs extract 13 CAP synoptic fields from lung pathology reports at Micro-F1 0.893, approaching a supervised GatorTron baseline of 0.960 without task-specific training.
Clinical Relation Extraction Using Transformer-based Models
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Prompt, Plan, Extract: Zero-Shot Agentic LLMs Workflows for Lung Pathology Extraction from Clinical Narratives
Zero-shot agentic LLMs extract 13 CAP synoptic fields from lung pathology reports at Micro-F1 0.893, approaching a supervised GatorTron baseline of 0.960 without task-specific training.