Incorporating Domain Knowledge Into Language Models by Using Graph Convolutional Networks for Assessing Semantic Textual Similarity: Model Development and Performance Comparison
Incorporating Domain Knowledge Into Language Models by Using Graph Convolutional Networks for Assessing Semantic Textual Similarity: Model Development and Performance Comparison
David Chang
1
, DPhil ;
Eric Lin
2
, MD ;
Cynthia Brandt
1, 3, 4
, MPH, MD ;
Richard Andrew Taylor
1, 3
, MD
1
Yale Center for Medical Informatics, Yale University, New Haven, CT, United States
2
Department of Psychiatry, Yale University School of Medicine, New Haven, CT, United States
3
Department of Emergency Medicine, Yale University School of Medicine, New Haven, CT, United States
4
West Haven Campus, Veterans Affairs Connecticut Healthcare System, West Haven, CT, United States
Corresponding Author:
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Richard Andrew Taylor, MD
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Yale Center for Medical Informatics
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Yale University
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Suite 501
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300 George St
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New Haven, CT
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United States
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Phone:
1 2037854058
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Email: richard.taylor@yale.edu