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MEDCOD: A Medically-Accurate, Emotive, Diverse, and Controllable Dialog System


Nov 17, 2021
Rhys Compton, Ilya Valmianski, Li Deng, Costa Huang, Namit Katariya, Xavier Amatriain, Anitha Kannan

* 9 pages. Accepted at Machine Learning for Health (ML4H) 2021 

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Adding more data does not always help: A study in medical conversation summarization with PEGASUS


Nov 15, 2021
Varun Nair, Namit Katariya, Xavier Amatriain, Ilya Valmianski, Anitha Kannan

* Accepted to Machine Learning for Healthcare Workshop, NeurIPS 2021 

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Medical symptom recognition from patient text: An active learning approach for long-tailed multilabel distributions


Nov 12, 2020
Ali Mottaghi, Prathusha K Sarma, Xavier Amatriain, Serena Yeung, Anitha Kannan

* Machine Learning for Health (ML4H) at NeurIPS 2020 - Extended Abstract 

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Dr. Summarize: Global Summarization of Medical Dialogue by Exploiting Local Structures


Sep 18, 2020
Anirudh Joshi, Namit Katariya, Xavier Amatriain, Anitha Kannan

* Accepted for publication in Findings of EMNLP at EMNLP 2020 

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COVID-19 in differential diagnosis of online symptom assessments


Aug 07, 2020
Anitha Kannan, Richard Chen, Vignesh Venkataraman, Geoffrey J. Tso, Xavier Amatriain


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Effective Transfer Learning for Identifying Similar Questions: Matching User Questions to COVID-19 FAQs


Aug 04, 2020
Clara H. McCreery, Namit Katariya, Anitha Kannan, Manish Chablani, Xavier Amatriain

* arXiv admin note: substantial text overlap with arXiv:1910.04192 

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The accuracy vs. coverage trade-off in patient-facing diagnosis models


Dec 11, 2019
Anitha Kannan, Jason Alan Fries, Eric Kramer, Jen Jen Chen, Nigam Shah, Xavier Amatriain


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Classification as Decoder: Trading Flexibility for Control in Medical Dialogue


Nov 16, 2019
Sam Shleifer, Manish Chablani, Anitha Kannan, Namit Katariya, Xavier Amatriain

* Machine Learning for Health (ML4H) at NeurIPS 2019 - Extended Abstract. arXiv admin note: substantial text overlap with arXiv:1910.03476 

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Domain-Relevant Embeddings for Medical Question Similarity


Nov 15, 2019
Clara McCreery, Namit Katariya, Anitha Kannan, Manish Chablani, Xavier Amatriain

* Machine Learning for Health (ML4H) at NeurIPS 2019 - Extended Abstract 

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Classification As Decoder: Trading Flexibility For Control In Neural Dialogue


Oct 17, 2019
Sam Shleifer, Manish Chablani, Namit Katariya, Anitha Kannan, Xavier Amatriain


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Open Set Medical Diagnosis


Oct 07, 2019
Viraj Prabhu, Anitha Kannan, Geoffrey J. Tso, Namit Katariya, Manish Chablani, David Sontag, Xavier Amatriain

* Abbreviated version to appear at Machine Learning for Healthcare (ML4H) Workshop at NeurIPS 2019 

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Prototypical Clustering Networks for Dermatological Disease Diagnosis


Nov 07, 2018
Viraj Prabhu, Anitha Kannan, Murali Ravuri, Manish Chablani, David Sontag, Xavier Amatriain


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Learning from the experts: From expert systems to machine-learned diagnosis models


Aug 14, 2018
Murali Ravuri, Anitha Kannan, Geoffrey J. Tso, Xavier Amatriain


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