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MEDCOD: A Medically-Accurate, Emotive, Diverse, and Controllable Dialog System ...
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Abstract:
We present MEDCOD, a Medically-Accurate, Emotive, Diverse, and Controllable Dialog system with a unique approach to the natural language generator module. MEDCOD has been developed and evaluated specifically for the history taking task. It integrates the advantage of a traditional modular approach to incorporate (medical) domain knowledge with modern deep learning techniques to generate flexible, human-like natural language expressions. Two key aspects of MEDCOD's natural language output are described in detail. First, the generated sentences are emotive and empathetic, similar to how a doctor would communicate to the patient. Second, the generated sentence structures and phrasings are varied and diverse while maintaining medical consistency with the desired medical concept (provided by the dialogue manager module of MEDCOD). Experimental results demonstrate the effectiveness of our approach in creating a human-like medical dialogue system. Relevant code is available at ... : 9 pages. Accepted at Machine Learning for Health (ML4H) 2021 ...
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Keyword:
Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
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URL: https://dx.doi.org/10.48550/arxiv.2111.09381 https://arxiv.org/abs/2111.09381
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The tongue features associated with chronic kidney disease
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In: Medicine (Baltimore) (2021)
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Question-Answering with Grammatically-Interpretable Representations ...
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Additional file 1: of A practical community-based response strategy to interrupt Ebola transmission in sierra Leone, 2014â 2015 ...
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Additional file 1: of A practical community-based response strategy to interrupt Ebola transmission in sierra Leone, 2014â 2015 ...
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Additional file 1: of Rapid assessment of knowledge, attitudes, practices, and risk perception related to the prevention and control of Ebola virus disease in three communities of Sierra Leone ...
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Additional file 1: of Rapid assessment of knowledge, attitudes, practices, and risk perception related to the prevention and control of Ebola virus disease in three communities of Sierra Leone ...
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Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks ...
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Language Models for Image Captioning: The Quirks and What Works ...
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