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cs.LG2024★ 1 cited
Examining Imbalance Effects on Performance and Demographic Fairness of Clinical Language Models
Precious Jones, Weisi Liu, I-Chan Huang +1
Data imbalance is a fundamental challenge in applying language models to biomedical applications, particularly in ICD code prediction tasks where label and demographic distribution…
cs.CL2024
Time Matters: Examine Temporal Effects on Biomedical Language Models
Weisi Liu, Zhe He, Xiaolei Huang
Time roots in applying language models for biomedical applications: models are trained on historical data and will be deployed for new or future data, which may vary from training…
cs.CL2024
Chain-of-Interaction: Enhancing Large Language Models for Psychiatric Behavior Understanding by Dyadic Contexts
Guangzeng Han, Weisi Liu, Xiaolei Huang +1
Automatic coding patient behaviors is essential to support decision making for psychotherapists during the motivational interviewing (MI), a collaborative communication interventio…