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MEDCOD: A Medically-Accurate, Emotive, Diverse, and Controllable Dialog System ...
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 ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
URL: https://dx.doi.org/10.48550/arxiv.2111.09381
https://arxiv.org/abs/2111.09381
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2
The tongue features associated with chronic kidney disease
In: Medicine (Baltimore) (2021)
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3
Question-Answering with Grammatically-Interpretable Representations ...
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4
Additional file 1: of A practical community-based response strategy to interrupt Ebola transmission in sierra Leone, 2014â 2015 ...
Li, Zhong-Jie; Wen-Xiao Tu; Wang, Xiao-Chun. - : Figshare, 2016
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Additional file 1: of A practical community-based response strategy to interrupt Ebola transmission in sierra Leone, 2014â 2015 ...
Li, Zhong-Jie; Wen-Xiao Tu; Wang, Xiao-Chun. - : Figshare, 2016
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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 ...
Jiang, Hai; Shi, Guo-Qing; Wen-Xiao Tu. - : Figshare, 2016
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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 ...
Jiang, Hai; Shi, Guo-Qing; Wen-Xiao Tu. - : Figshare, 2016
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8
Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks ...
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9
Language Models for Image Captioning: The Quirks and What Works ...
Devlin, Jacob; Cheng, Hao; Fang, Hao. - : arXiv, 2015
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10
From Captions to Visual Concepts and Back ...
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11
The deep tensor neural network with applications to large vocabulary speech recognition
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 21 (2013) 2, 388-396
OLC Linguistik
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12
Inaugural editorial : riding the tidal wave of human-centric information processing - innovate, outreach, collaborate, connect, expand, and win
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 20 (2012) 1, 2-3
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13
Context-dependent pre-trained deep neural networks for large-vocabulary speech recognition
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 20 (2012) 1, 30-42
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14
Calibration of confidence measures in speech recognition
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 19 (2011) 8, 2461-2473
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15
Active learning and semi-supervised learning for speech recognition: a unified framework using the global entropy reduction maximization criterion
In: Computer speech and language. - Amsterdam [u.a.] : Elsevier 24 (2010) 3, 433-444
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16
An overview of modern speech recognition
In: Handbook of natural language processing (Boca Raton, Fla., 2010), p. 339-366
MPI für Psycholinguistik
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A unified framework of HMM adaptation with joint compensation of additive and convolutive distortions
In: Computer speech and language. - Amsterdam [u.a.] : Elsevier 23 (2009) 3, 389-405
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18
A novel framework and training algorithm for variable-parameter hidden Markov models
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 17 (2009) 7, 1348-1360
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19
Large-margin minimum classification error training: a theoretical risk minimization perspective
In: Computer speech and language. - Amsterdam [u.a.] : Elsevier 22 (2008) 4, 415-429
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20
An integrative and discriminative technique for spoken utterance classification
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 16 (2008) 6, 1207-1214
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