3 papers
q-bio.TO2025
Neu-RadBERT for Enhanced Diagnosis of Brain Injuries and Conditions
Manpreet Singh, Sean Macrae, Pierre-Marc Williams +6
Objective: We sought to develop a classification algorithm to extract diagnoses from free-text radiology reports of brain imaging performed in patients with acute respiratory failu…
cs.CL2025
Improving Context Fidelity via Native Retrieval-Augmented Reasoning
Suyuchen Wang, Jinlin Wang, Xinyu Wang +6
Large language models (LLMs) often struggle with context fidelity, producing inconsistent answers when responding to questions based on provided information. Existing approaches ei…
cs.CL2024
Enhancing Healthcare LLM Trust with Atypical Presentations Recalibration
Jeremy Qin, Bang Liu, Quoc Dinh Nguyen
Black-box large language models (LLMs) are increasingly deployed in various environments, making it essential for these models to effectively convey their confidence and uncertaint…