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NLP 有了新的含义:眼科中使用 GPT-3 进行自然语言处理的尝试和磨难。

New meaning for NLP: the trials and tribulations of natural language processing with GPT-3 in ophthalmology.

机构信息

Ophthalmology and Visual Sciences, McGill University, Montreal, Quebec, Canada.

National Institute for Health Research, Biomedical Research Centre for Ophthalmology, UCL Institute of Ophthalmology, Moorfields Eye Hospital City Road Campus, London, UK.

出版信息

Br J Ophthalmol. 2022 Jul;106(7):889-892. doi: 10.1136/bjophthalmol-2022-321141. Epub 2022 May 6.

Abstract

Natural language processing (NLP) is a subfield of machine intelligence focused on the interaction of human language with computer systems. NLP has recently been discussed in the mainstream media and the literature with the advent of Generative Pre-trained Transformer 3 (GPT-3), a language model capable of producing human-like text. The release of GPT-3 has also sparked renewed interest on the applicability of NLP to contemporary healthcare problems. This article provides an overview of NLP models, with a focus on GPT-3, as well as discussion of applications specific to ophthalmology. We also outline the limitations of GPT-3 and the challenges with its integration into routine ophthalmic care.

摘要

自然语言处理(NLP)是机器智能的一个分支,专注于人类语言与计算机系统的交互。随着生成式预训练转换器 3(GPT-3)的出现,NLP 最近在主流媒体和文献中得到了讨论,GPT-3 是一种能够生成类人文本的语言模型。GPT-3 的发布也重新引发了人们对 NLP 应用于当代医疗保健问题的兴趣。本文概述了 NLP 模型,重点介绍了 GPT-3,并讨论了特定于眼科的应用。我们还概述了 GPT-3 的局限性及其纳入眼科常规护理的挑战。

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