Conformal Prediction for Risk-Controlled Medical Entity Extraction Across Clinical Domains

Manil Shrestha, Edward Kim

Large Language Models (LLMs) are increasingly used for medical entity extraction, yet their confidence scores are often miscalibrated, limiting safe deployment in clinical settings…