3 papers
cs.CL2025
Abstract Meaning Representation for Hospital Discharge Summarization
Paul Landes, Sitara Rao, Aaron Jeremy Chaise +1
The Achilles heel of Large Language Models (LLMs) is hallucination, which has drastic consequences for the clinical domain. This is particularly important with regards to automatic…
cs.CL2025
Enhancing Clinical Models with Pseudo Data for De-identification
Paul Landes, Aaron J Chaise, Tarak Nath Nandi +1
Many models are pretrained on redacted text for privacy reasons. Clinical foundation models are often trained on de-identified text, which uses special syntax (masked) text in plac…
cs.CL2025
Integration of Large Language Models and Traditional Deep Learning for Social Determinants of Health Prediction
Paul Landes, Jimeng Sun, Adam Cross
Social Determinants of Health (SDoH) are economic, social and personal circumstances that affect or influence an individual's health status. SDoHs have shown to be correlated to we…