ChatGPT:对背景、应用、关键挑战、偏见、伦理、局限性和未来范围的全面审查

Partha Pratim Ray
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引用次数: 213

摘要

近年来,人工智能(AI)和机器学习正在改变科学研究的格局。其中,聊天机器人技术近年来取得了巨大的进步,尤其是ChatGPT作为一种引人注目的人工智能语言模型。本文对ChatGPT的背景、应用、主要挑战和未来发展方向进行了全面的探讨。我们首先探讨它的起源、发展和底层技术,然后研究它在客户服务、医疗保健和教育等行业的广泛应用。我们还强调了ChatGPT面临的关键挑战,包括伦理问题、数据偏差和安全问题,同时讨论了潜在的缓解策略。最后,我们展望ChatGPT的未来,探索进一步的研究和开发领域,专注于与其他技术的集成,改善人类与人工智能的互动,并解决数字鸿沟。这篇综述为研究人员、开发人员和对人工智能驱动的对话代理的不断发展的前景感兴趣的利益相关者提供了有价值的见解。本研究探讨了ChatGPT从数据处理和假设生成到协作和公众推广等各种方式对科学研究的革命性影响。此外,本文还研究了在研究中使用ChatGPT的潜在挑战和伦理问题,同时强调了在人工智能辅助创新和人类专业知识之间取得平衡的重要性。本文提出了现有计算领域的几个伦理问题,以及ChatGPT如何对这些概念提出挑战。这项工作也包含了ChatGPT的一些偏差和局限性。值得注意的是,尽管存在一些争议和伦理问题,ChatGPT在很短的时间内引起了学术界、研究部门和工业界的极大关注。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope

In recent years, artificial intelligence (AI) and machine learning have been transforming the landscape of scientific research. Out of which, the chatbot technology has experienced tremendous advancements in recent years, especially with ChatGPT emerging as a notable AI language model. This comprehensive review delves into the background, applications, key challenges, and future directions of ChatGPT. We begin by exploring its origins, development, and underlying technology, before examining its wide-ranging applications across industries such as customer service, healthcare, and education. We also highlight the critical challenges that ChatGPT faces, including ethical concerns, data biases, and safety issues, while discussing potential mitigation strategies. Finally, we envision the future of ChatGPT by exploring areas of further research and development, focusing on its integration with other technologies, improved human-AI interaction, and addressing the digital divide. This review offers valuable insights for researchers, developers, and stakeholders interested in the ever-evolving landscape of AI-driven conversational agents. This study explores the various ways ChatGPT has been revolutionizing scientific research, spanning from data processing and hypothesis generation to collaboration and public outreach. Furthermore, the paper examines the potential challenges and ethical concerns surrounding the use of ChatGPT in research, while highlighting the importance of striking a balance between AI-assisted innovation and human expertise. The paper presents several ethical issues in existing computing domain and how ChatGPT can invoke challenges to such notion. This work also includes some biases and limitations of ChatGPT. It is worth to note that despite of several controversies and ethical concerns, ChatGPT has attracted remarkable attentions from academia, research, and industries in a very short span of time.

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