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.
翻译:由OpenAI开发的ChatGPT(条件生成预训练Transformer)是一种人工智能技术,通过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Transformer架构上,并在来自各种来源的数百万次对话中进行了训练。该系统结合了预先训练的深度学习模型的能力和可编程性层,为生成自然语言对话提供了强大的基础。在本研究中,我们在审查现有文献的基础上,研究了ChatGPT在10个主要领域中的应用、机会和威胁,并为企业和教育提供了详细的示例。我们还进行了一项实验研究,检查了GPT-3.5和GPT-4的有效性并比较了它们的表现,发现后者表现更佳。尽管它具有生成自然语言响应的异常能力,但作者认为ChatGPT不具备人类的相同理解、同理心和创造力,并且在大多数情况下无法完全取代人类。