Elliot Schumacher

15 posts

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Elliot Schumacher

Elliot Schumacher

@elliotschu

Seattle, WA Beigetreten Mart 2009
54 Folgt52 Follower
Elliot Schumacher retweetet
Neal Khosla
Neal Khosla@nealkhosla·
1/ We are publishing the first proof that AI can reason as well as clinicians in live clinical environments. Our AI diagnosed ~2400 patients as accurately as board certified clinicians in a real environment and was 30 percentage points better than Google’s equivalent system.
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Elliot Schumacher
Elliot Schumacher@elliotschu·
5/ With RareScale, we saw a significant improvement, boosting Top-5 diagnostic accuracy up to 17% . Check out our full paper for details! arxiv.org/abs/2502.15069
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Elliot Schumacher
Elliot Schumacher@elliotschu·
4/ RareScale uses an expert system and simulator to create structured cases, which are in turn fed into LLMs to create free-form dialogues. These dialogues allow us to train a rare disease candidate generator which can be used in combination with a black-box LLM.
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Elliot Schumacher
Elliot Schumacher@elliotschu·
1/ Excited to announce our new preprint, Rare Disease Differential Diagnosis with Large Language Models at Scale: From Abdominal Actinomycosis to Wilson's Disease. We introduce a method that enhances rare disease diagnosis by combining LLMs with expert systems! @CuraiHQ 🧵
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Elliot Schumacher
Elliot Schumacher@elliotschu·
3/ If you're in Vancouver this weekend, stop by to talk to me about our work or Curai! - Saturday, 1pm at GenAI for Health - Sunday, 4:45pm  at Machine Learning for Health
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Elliot Schumacher
Elliot Schumacher@elliotschu·
2/ By discretizing facts from source documents and assessing their significance to a downstream task (eg. diagnosis), MED-OMIT evaluates whether LLM-generated summaries retain all clinically important information for that task 🔎🩺
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Elliot Schumacher
Elliot Schumacher@elliotschu·
Thrilled that @Albertyusun's work was accepted at #NAACL main conference! 🎉 Check out the paper arxiv.org/pdf/2304.14364… and see the thread for details.
albert yu sun@Albertyusun

Excited to announce that my internship work with my awesome collaborators at @CuraiHQ from last year has been accepted to the main conference @naaclmeeting 2024😃 Check out our work building practical guardrail models for LLMs using a diverse synthetic data generation approach!

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Elliot Schumacher retweetet
albert yu sun
albert yu sun@Albertyusun·
1/ New preprint!🔔 Excited to share my internship work at @CuraiHQ. Using model distillation techniques, we’ve developed an approach to create light-weight guardrail models that monitor the output of generative language models like GPT-4! w/@nairvarun18 @elliotschu @anithakan
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Elliot Schumacher retweetet
Varun Nair
Varun Nair@nairvarun18·
Latest from @curaiHQ: DERA - Dialog-Enabled Resolving Agents! We (@elliotschu, @gtsomd, @anithakan) use the conversational ability of GPT-4 to create an interpretable forum for agents to communicate and iteratively improve output. Thread 👇 arxiv.org/abs/2303.17071
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