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.
翻译:本文概述了大规模语言模型在科学计算应用中的兴起。我们重点探讨了涉及科学文档自然语言处理以及描述物理系统的专用语言的使用案例。对于前者,聊天机器人式应用已出现在医学、数学和物理学领域,可与领域专家迭代协作以解决问题。我们还回顾了分子生物学领域的专用语言——分子、蛋白质和DNA的语言,在这些领域中,语言模型正被用于预测性质,甚至以远快于传统计算方法的速度创造新颖的物理系统。