Enhancing Large Language Models for Identifying and Prioritizing Important Medical Jargons From Electronic Health Record Notes Using Data Augmentation: Comparative Study

Won Seok Jang   ^{1 *} , MS ;   Sharmin Sultana   ^{1 *} , BS ;   Zonghai Yao   ^{2 *} , MS ;   Hieu Tran   ² , MS ;   Zhichao Yang   ² , PhD ;   Sunjae Kwon   ² , MS ;   Hong Yu   ^{1, 3} , PhD

¹ Miner School of Computer and Information Sciences, University of Massachusetts Lowell, Lowell, MA, United States

² Manning College of Information & Computer Sciences, University of Massachusetts Amherst, Amherst, MA, United States

³ Center for Healthcare Organization and Implementation Research, VA Bedford Health Care, Bedford, MA, United States

*these authors contributed equally