3 papers
cs.CL2026
Systematic Evaluation of the Quality of Synthetic Clinical Notes Rephrased by LLMs at Million-Note Scale
Jinghui Liu, Sarvesh Soni, Anthony Nguyen
Large language models (LLMs) can generate or synthesize clinical text for a wide range of applications, from improving clinical documentation to augmenting clinical text analytics.…
cs.CL2026
Bridging the Version Gap: Multi-version Training Improves ICD Code Prediction, Especially for Rare Codes
Jinghui Liu, Anthony Nguyen
Clinical coding maps clinical documentation to standardized medical codes, an essential yet time-consuming administrative task that could benefit from automation. Current models on…
cs.CL2024
Rephrasing Electronic Health Records for Pretraining Clinical Language Models
Jinghui Liu, Anthony Nguyen
Clinical language models are important for many applications in healthcare, but their development depends on access to extensive clinical text for pretraining. However, obtaining c…