Advancing The Frontiers of Generative AI

Our scientists have made seminal contributions to the development of AI and its application in healthcare.

Publications
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Pioneering the Science of Evaluation for Generative AI in Healthcare

Michael Oberst, Davis Liang, Zachary C. Lipton

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Generating SOAP Notes from Doctor-Patient Conversations Using Modular Summarization Techniques

Krishna K, Khosla S, Bigham J, Lipton ZC

Association for Computational Linguistics (ACL) 2021

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The Mythos of Model Interpretability: In Machine Learning, the Concept of Interpretability is Both Important and Slippery

Lipton ZC

Queue, 2018

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Learning to Diagnose with LSTM Recurrent Neural Networks

Lipton ZC, Kale DC, Elkan, C, Wetzel R

International Conference on Learning Representations (ICLR), 2016

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The Belebele Benchmark: a Parallel Reading Comprehension Dataset in 122 Language Variants

Bandarkar L, Liang D, Muller B, Artetxe M, Shukla SN, Husa D, Goyal N, Krishnan A, Zettlemoyer L, Khabsa M

Association for Computational Linguistics (ACL), 2024

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Leading Science, Laser-focused On Impact

Our team is laying the foundations for the development, deployment, and continuous improvement of AI systems that reshape the practice of medicine, unburdening clinicians while respecting their judgment.

Developing AI Responsibly and Transparently

Our commitment to building clinical AI systems that providers and healthcare organizations can trust sets us apart.

Provenance tracking for accountability

Our software allows clinicians to validate each part of a generated note against the underlying patient conversation transcript and audio recording.

Guardrails for reliability

Our team is innovating techniques for preventing mistakes before they happen, catching them before they hit production, and learning rapidly from feedback whenever we fall short.

Control through intuitive UIs

We've developed workflows that keep clinicians in charge through user-centric interfaces. Our tools help clinicians review, fact-check, and revise AI-generated notes before signing off.

Continuous Innovation Up And Down The Stack

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ASR

Speech recognition tuned to handle medical conversations across 14+ languages, coping with cross-talk, background noise, and an evolving landscape of maladies, medications, and practice patterns.

Note generation

Sophisticated summarization pipelines that intelligently combine massive proprietary datasets and novel methodology with judicious use of cutting-edge large language models. Innovative methods for tying every summary span back to substantiating evidence in the underlying conversation.

Analysis and action

After processing the conversations, what have we learned? Our research goes beyond note generation to reveal insights that can guide improvements in the administration of healthcare.

ASR
Speech recognition tuned to handle medical conversations across 14+ languages, coping with cross-talk, background noise, and an evolving landscape of maladies, medications, and practice patterns.
Note generation
Sophisticated summarization pipelines that intelligently combine massive proprietary datasets and novel methodology with judicious use of cutting-edge large language models. Innovative methods for tying every summary span back to substantiating evidence in the underlying conversation.
Analysis and action
After processing the conversations, what have we learned? Our research goes beyond note generation to reveal insights that can guide improvements in the administration of healthcare.

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Our AI team Values

See real-world improvement daily

Our systems help clinicians nationwide. Receive continual feedback and observe how your work assists providers and patients.

Learn and grow from experienced colleagues

Our team includes veterans from Meta AI, Microsoft Research, Amazon AI, Carnegie Mellon University, and more. Collaborate with colleagues at the top of their fields.

Publish pioneering research

Our culture encourages publishing in top journals and conferences. We value scientific contributions.

Make a difference

Improve clinical workflows, increase access to care, reduce burnout, and more. Your work positively impacts patient outcomes.

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