Evaluating robustness of language models for chief complaint extraction from patient-generated text. - Ilya Valmianski; Caleb Goodwin; Ian M. Finn; Naqi Khan; Daniel S. Zisook (CoRR, 2019)

SmartTriage: A system for personalized patient data capture, documentation generation, and decision support. - Ilya Valmianski; Ian M. Finn; Nave Frost; Yang Wang; Baodong Liu; James J. Zhu; Sunil Karumuri; Daniel S. Zisook (CoRR, 2020)

MEDCOD: A Medically-Accurate, Emotive, Diverse, and Controllable Dialog System. - Rhys Compton; Ilya Valmianski; Li Deng; Costa Huang; Namit Katariya; Xavier Amatriain; Anitha Kannan (ML4H@NeurIPS, 2021)

SmartTriage: A system for personalized patient data capture, documentation generation, and decision support. - Ilya Valmianski; Nave Frost; Navdeep Sood; Yang Wang; Baodong Liu; James J. Zhu; Sunil Karumuri; Ian M. Finn; Daniel S. Zisook (ML4H@NeurIPS, 2021)

Adding more data does not always help: A study in medical conversation summarization with PEGASUS. - Varun Nair; Namit Katariya; Xavier Amatriain; Ilya Valmianski; Anitha Kannan (CoRR, 2021)

OSLAT: Open Set Label Attention Transformer for Medical Entity Retrieval and Span Extraction. - Raymond Li; Ilya Valmianski; Li Deng; Xavier Amatriain; Anitha Kannan (ML4H@NeurIPS, 2022)

OSLAT: Open Set Label Attention Transformer for Medical Entity Span Extraction. - Raymond Li; Ilya Valmianski; Li Deng; Xavier Amatriain; Anitha Kannan (CoRR, 2022)

Injecting knowledge into language generation: a case study in auto-charting after-visit care instructions from medical dialogue. - Maksim Eremeev; Ilya Valmianski; Xavier Amatriain; Anitha Kannan (ACL (1), 2023)

Learning functional sections in medical conversations: iterative pseudo-labeling and human-in-the-loop approach. - Mengqian Wang; Ilya Valmianski; Xavier Amatriain; Anitha Kannan (MLHC, 2023)

Dialogue-Contextualized Re-ranking for Medical History-Taking. - Jian Zhu; Ilya Valmianski; Anitha Kannan (MLHC, 2023)