Scientific Computing with Large Language Models

Christopher Culver, Peter Hicks, Mihailo Milenkovic, Sanjif Shanmugavelu, Tobias Becker
6/11/2024
cs.CLcs.AIcs.LG

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Abstract

We provide an overview of the emergence of large language models for scientific computing applications. We highlight use cases that involve natural language processing of scientific documents and specialized languages designed to describe physical systems. For the former, chatbot style applications appear in medicine, mathematics and physics and can be used iteratively with domain experts for problem solving. We also review specialized languages within molecular biology, the languages of molecules, proteins, and DNA where language models are being used to predict properties and even create novel physical systems at much faster rates than traditional computing methods.

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@article{culver2024scientific,
  title  = {Scientific Computing with Large Language Models},
  author = {Christopher Culver and Peter Hicks and Mihailo Milenkovic and Sanjif Shanmugavelu and Tobias Becker},
  year   = {2024},
  eprint = {2406.07259},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2406.07259v1}
}

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