Search Results for author: Kaleb E Smith

Found 8 papers, 3 papers with code

Does Biomedical Training Lead to Better Medical Performance?

1 code implementation5 Apr 2024 Amin Dada, Marie Bauer, Amanda Butler Contreras, Osman Alperen Koraş, Constantin Marc Seibold, Kaleb E Smith, Jens Kleesiek

This study investigates the effect of biomedical training in the context of six practical medical tasks evaluating $25$ models.

Improving Generalizability of Extracting Social Determinants of Health Using Large Language Models through Prompt-tuning

no code implementations19 Mar 2024 Cheng Peng, Zehao Yu, Kaleb E Smith, Wei-Hsuan Lo-Ciganic, Jiang Bian, Yonghui Wu

The progress in natural language processing (NLP) using large language models (LLMs) has greatly improved patient information extraction from clinical narratives.

Decoder Transfer Learning

Generative Large Language Models Are All-purpose Text Analytics Engines: Text-to-text Learning Is All Your Need

no code implementations11 Dec 2023 Cheng Peng, Xi Yang, Aokun Chen, Zehao Yu, Kaleb E Smith, Anthony B Costa, Mona G Flores, Jiang Bian, Yonghui Wu

Objective To solve major clinical natural language processing (NLP) tasks using a unified text-to-text learning architecture based on a generative large language model (LLM) via prompt tuning.

Language Modelling Large Language Model +3

GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

no code implementations2 Feb 2022 Xi Yang, Aokun Chen, Nima PourNejatian, Hoo Chang Shin, Kaleb E Smith, Christopher Parisien, Colin Compas, Cheryl Martin, Mona G Flores, Ying Zhang, Tanja Magoc, Christopher A Harle, Gloria Lipori, Duane A Mitchell, William R Hogan, Elizabeth A Shenkman, Jiang Bian, Yonghui Wu

GatorTron models scale up the clinical language model from 110 million to 8. 9 billion parameters and improve 5 clinical NLP tasks (e. g., 9. 6% and 9. 5% improvement in accuracy for NLI and MQA), which can be applied to medical AI systems to improve healthcare delivery.

Clinical Concept Extraction Language Modelling +6

Conditional GAN for timeseries generation

1 code implementation30 Jun 2020 Kaleb E Smith, Anthony O. Smith

It is abundantly clear that time dependent data is a vital source of information in the world.

Generative Adversarial Network Time Series +1

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