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Improving Clinical NLP Performance through Language Model-Generated Synthetic Clinical Data

28 March 2024
Shan Chen
Jack Gallifant
Marco Guevara
Yanjun Gao
Majid Afshar
Timothy A. Miller
Dmitriy Dligach
Danielle S. Bitterman
    SyDa
    LM&MA
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Abstract

Generative models have been showing potential for producing data in mass. This study explores the enhancement of clinical natural language processing performance by utilizing synthetic data generated from advanced language models. Promising results show feasible applications in such a high-stakes domain.

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