ChatGPT:应用程序、机会和威胁

Aram Bahrini, Mohammadsadra Khamoshifar, H. Abbasimehr, R. Riggs, Maryam Esmaeili, Rastin Mastali Majdabadkohne, Morteza Pasehvar
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引用次数: 25

摘要

ChatGPT(条件生成预训练转换器)是一种人工智能技术,由OpenAI开发,使用监督机器学习和强化学习技术进行微调,使计算机能够完全自主地生成自然语言对话。ChatGPT建立在转换器体系结构上,并在来自各种来源的数百万个对话上进行了训练。该系统结合了预训练深度学习模型和可编程层的强大功能,为生成自然语言对话提供了强大的基础。在本研究中,在回顾现有文献后,我们研究了ChatGPT在10个主要领域的应用、机会和威胁,为商业、工业和教育提供了详细的例子。我们还进行了实验研究,对GPT-3.5和GPT-4的有效性进行了检验和性能比较,发现后者的性能明显更好。尽管ChatGPT能够产生听起来自然的反应,但作者认为它不具备与人类相同水平的理解、同理心和创造力,在大多数情况下不能完全取代人类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ChatGPT: Applications, Opportunities, and Threats
Developed by OpenAI, ChatGPT (Conditional Generative Pre-trained Transformer) is an artificial intelligence technology that is fine-tuned using supervised machine learning and reinforcement learning techniques, allowing a computer to generate natural language conversation fully autonomously. ChatGPT is built on the transformer architecture and trained on millions of conversations from various sources. The system combines the power of pre-trained deep learning models with a programmability layer to provide a strong base for generating natural language conversations. In this study, after reviewing the existing literature, we examine the applications, opportunities, and threats of ChatGPT in 10 main domains, providing detailed examples for the business and industry as well as education. We also conducted an experimental study, checking the effectiveness and comparing the performances of GPT-3.5 and GPT-4, and found that the latter performs significantly better. Despite its exceptional ability to generate natural-sounding responses, the authors believe that ChatGPT does not possess the same level of understanding, empathy, and creativity as a human and cannot fully replace them in most situations.
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