2023
DOI: 10.3389/fdata.2023.1224976
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Universal skepticism of ChatGPT: a review of early literature on chat generative pre-trained transformer

Casey Watters,
Michal K. Lemanski

Abstract: ChatGPT, a new language model developed by OpenAI, has garnered significant attention in various fields since its release. This literature review provides an overview of early ChatGPT literature across multiple disciplines, exploring its applications, limitations, and ethical considerations. The review encompasses Scopus-indexed publications from November 2022 to April 2023 and includes 156 articles related to ChatGPT. The findings reveal a predominance of negative sentiment across disciplines, though subject-… Show more

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Cited by 19 publications
(6 citation statements)
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References 195 publications
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“…Fifth, the generally low perceived risks and low anxiety levels among the participating university students in this study suggest a readiness to adopt ChatGPT, in spite of the recognized concerns and known risks associated with this novel AI-based technology [92][93][94]. These concerns that were shown previously included possible unreliability of the generated content, risk of plagiarism, security concerns, risk of violating the academic policies, and privacy issues when using ChatGPT [5,14,18].…”
Section: Discussionmentioning
confidence: 63%
“…Fifth, the generally low perceived risks and low anxiety levels among the participating university students in this study suggest a readiness to adopt ChatGPT, in spite of the recognized concerns and known risks associated with this novel AI-based technology [92][93][94]. These concerns that were shown previously included possible unreliability of the generated content, risk of plagiarism, security concerns, risk of violating the academic policies, and privacy issues when using ChatGPT [5,14,18].…”
Section: Discussionmentioning
confidence: 63%
“…ChatGPT was released by OpenAI to the world in the late fall of 2022, and at the time, it was estimated to have reached "100 million monthly active users in January 2023" [51] and was noted to be "the fastest-growing consumer application in history" (p. 1). Watters and Lemanski [52] conducted a review of the early literature on ChatGPT, with findings revealing a "predominance of negative sentiment across disciplines" and "raising concerns about employment opportunities and ethical considerations" similar to concerns of use of social media and the internet in general of "privacy, bias, transparency, and accountability", yet holding "promise for improved communication" and needing further research "to address its capabilities and limitations" (Abstract and Discussion para 2). Dai, Liu, and Lim [53] identify ChatGPT as "a student-driven innovation" (p. 1) and a "potent enabler for enhancing education quality and transforming higher education" specifically, as it and tools like it "can be leveraged to enhance learning analytic techniques, generate customized scaffoldings, facilitate idea formation, and eventually expand educational access and resources for social justice" (p. 2).…”
Section: The Implications Of Artificial Intelligencementioning
confidence: 99%
“…The impact of GenAI on educational practices is in its early stages, and it is ChatGPT that is generating most of the discussion. The discussions cross the spectrum from the language of opportunity, time-saving strategies and efficiencies, hopeful transformations, and the potential to revolutionize education [57][58][59] to the language of challenges and fears; again, mostly regarding how assessments will be impacted and long-held concerns related to cheating and plagiarism [58], but also vulnerabilities related to bias, dis-and misinformation, and cybersecurity and privacy [52,60,61]. Fullan, Azorín, and Harris [58] note that "an assessment of the real impact that this technology will have on teaching and learning for good or bad, has yet to be made," that "there is a lack of research, guidelines, and regulations specific to ethical issues raised by the application of GenAI to education," (p. 2) and that there is a tangible fear regarding "whether AI in education has been designed to supplant teachers/leaders or reduce them to a functional role, rather than to assist them to teach/lead more effectively" (p. 5).…”
Section: The Implications Of Artificial Intelligencementioning
confidence: 99%
“…The system can answer questions, create texts in different languages, including those related to different subject areas. An important feature is the ability to generate programmes in different programming languages on request (Watters and Lemanski, 2023). The main goal of ChatGPT is to simplify the user experience through a dialogue interface.…”
Section: Use Of Chatgpt In the Tourism Sectormentioning
confidence: 99%