Decoding ChatGPT: A taxonomy of existing research, current challenges, and possible future directions

被引:89
作者
Sohail, Shahab Saquib [1 ]
Farhat, Faiza [2 ]
Himeur, Yassine [3 ]
Nadeem, Mohammad [4 ]
Madsen, Dag Oivind [5 ]
Singh, Yashbir [6 ]
Atalla, Shadi [3 ]
Mansoor, Wathiq [3 ]
机构
[1] Jamia Hamdard, Sch Engn Sci & Technol, Dept Comp Sci & Engn, New Delhi 110062, India
[2] Aligarh Muslim Univ, Dept Zool, Aligarh, Uttar Pradesh, India
[3] Univ Dubai, Coll Engn & Informat Technol, Dubai, U Arab Emirates
[4] Aligarh Muslim Univ, Dept Comp Sci, Aligarh, Uttar Pradesh, India
[5] Univ South Eastern Norway, Notodden, Norway
[6] Mayo Clin, Dept Radiol, Rochester, MN USA
关键词
ChatGPT; Large language models (LLMs); Generative Pre-trained Transformer (GPT); AI Generated Content (AIGC); Systematic review; Trustworthy AI; ARTIFICIAL-INTELLIGENCE;
D O I
10.1016/j.jksuci.2023.101675
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Chat Generative Pre-trained Transformer (ChatGPT) has gained significant interest and attention since its launch in November 2022. It has shown impressive performance in various domains, including passing exams and creative writing. However, challenges and concerns related to biases and trust persist. In this work, we present a comprehensive review of over 100 Scopus-indexed publications on ChatGPT, aiming to provide a taxonomy of ChatGPT research and explore its applications. We critically analyze the existing literature, identifying common approaches employed in the studies. Additionally, we investigate diverse application areas where ChatGPT has found utility, such as healthcare, marketing and financial services, software engineering, academic and scientific writing, research and education, environmental science, and natural language processing. Through examining these applications, we gain valuable insights into the potential of ChatGPT in addressing real-world challenges. We also discuss crucial issues related to ChatGPT, including biases and trustworthiness, emphasizing the need for further research and development in these areas. Furthermore, we identify potential future directions for ChatGPT research, proposing solutions to current challenges and speculating on expected advancements. By fully leveraging the capabilities of ChatGPT, we can unlock its potential across various domains, leading to advancements in conversational AI and transformative impacts in society.(c) 2023 The Author(s). Published by Elsevier B.V. on behalf of King Saud University. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
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页数:23
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