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cs.CL2026
ctELM: Decoding and Manipulating Embeddings of Clinical Trials with Embedding Language Models
Brian Ondov, Chia-Hsuan Chang, Yujia Zhou +2
Text embeddings have become an essential part of a variety of language applications. However, methods for interpreting, exploring and reversing embedding spaces are limited, reduci…
cs.CL2025
Lessons from the TREC Plain Language Adaptation of Biomedical Abstracts (PLABA) track
Brian Ondov, William Xia, Kush Attal +3
Objective: Recent advances in language models have shown potential to adapt professional-facing biomedical literature to plain language, making it accessible to patients and caregi…
cs.CL2025
JEBS: A Fine-grained Biomedical Lexical Simplification Task
William Xia, Ishita Unde, Brian Ondov +1
Online medical literature has made health information more available than ever, however, the barrier of complex medical jargon prevents the general public from understanding it. Th…