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New State-of-the-art Accuracy for the 3 Primary Uses of Healthcare Language Models

This talk presents new levels of accuracy that have very recently been achieved, on public and independently reproducible benchmarks, on the three most common use cases for language models in healthcare:

  • Understanding clinical documents: Such as information extraction from clinical notes and reports; detecting entities, relationships, and medical codes; de-identification; and summarization.
  • Reasoning about patients: Fusing information across multiple modalities (tabular data, free text, imaging, omics) to create a longitudinal view of each patient, including making reasonable inferences and explaining them.
  • Answering medical questions: Answering medical licensing exam questions, biomedical research questions, and similar medical knowledge questions – accurately, without hallucinations, and while citing relevant sources.

Watch to learn what has recently become possible in the fast-changing world of Healthcare AI.

David Talby
CTO at John Snow Labs

David Talby is the Chief Technology Officer at John Snow Labs, helping companies apply artificial intelligence to solve real-world problems in healthcare and life science. David has extensive experience building and running web-scale software platforms and teams – in startups, for Microsoft’s Bing in the US and Europe, and to scale Amazon’s financial systems in Seattle and the UK. David holds a Ph.D. in Computer Science and Master’s degrees in both Computer Science and Business Administration. He was named USA CTO of the Year by the Global 100 Awards in 2022 and Game Changers Awards in 2023.