4 papers
Deep learning for autism detection using clinical notes: A comparison of transfer learning for a transparent and black-box approach
Gondy Leroy, Prakash Bisht, Sai Madhuri Kandula +2
Autism spectrum disorder (ASD) is a complex neurodevelopmental condition whose rising prevalence places increasing demands on a lengthy diagnostic process. Machine learning (ML) ha…
Automated Feedback Loops to Protect Text Simplification with Generative AI from Information Loss
Abhay Kumara Sri Krishna Nandiraju, Gondy Leroy, David Kauchak +1
Understanding health information is essential in achieving and maintaining a healthy life. We focus on simplifying health information for better understanding. With the availabilit…
Are LLM-generated plain language summaries truly understandable? A large-scale crowdsourced evaluation
Yue Guo, Jae Ho Sohn, Gondy Leroy +1
Plain language summaries (PLSs) are essential for facilitating effective communication between clinicians and patients by making complex medical information easier for laypeople to…
APPLS: Evaluating Evaluation Metrics for Plain Language Summarization
Yue Guo, Tal August, Gondy Leroy +2
While there has been significant development of models for Plain Language Summarization (PLS), evaluation remains a challenge. PLS lacks a dedicated assessment metric, and the suit…