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cs.CL2026
Toward Complete Hospital Discharge Summarization with Abstract Meaning Representation
Paul Landes, Sitara Rao, Aaron Jeremy Chaise +1
Discharge summaries are lengthy medical documents that summarize a hospital in-patient visit. Automatically generating them can reduce documentation burden and return clinician tim…
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…