Can ChatGPT Challenge the Scientific Impact of Published Research, Particularly in the Context of Industry 4.0 and Smart Manufacturing?
Publiceringsår
2024
Upphovspersoner
Terziyan, Vagan; Kaikova, Olena; Golovianko, Mariia; Vitko, Oleksandra
Abstrakt
The released ChatGPT as a powerful language model is capable of assisting with a wide range of tasks, including answering questions, summarizing, paraphrasing, proofreading, classifying, and integrating texts. In this study, we tested ChatGPT capability to assist researchers in evaluating the academic articles’ contribution. We suggest a dialogue schema in which ChatGPT is asked to answer research questions from the target article and then to compare its own answers with the answers from the article. Finally, ChatGPT is asked to integrate both solutions coherently. We experimented with Proceedings of ISM-2022 Conference on Industry 4.0 and Smart Manufacturing, utilizing explicit research questions. The chat context enabled assessing studied articles’ contributions to Industry 4.0, uncovering advancements beyond the state-of-the-art. However, ChatGPT demonstrates limitations in content understanding and contribution evaluation. We conclude that while it collaborates with humans on academic tasks, human guidance remains essential, while ChatGPT's assistance efficiently complements traditional academic processes. See presentation slides: https://ai.it.jyu.fi/ISM-2023-ChatGPT.pptx
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Publikationstyp
Publikationsform
Artikel
Moderpublikationens typ
Konferens
Artikelstyp
Annan artikel
Målgrupp
VetenskapligKollegialt utvärderad
Kollegialt utvärderadUKM:s publikationstyp
A4 Artikel i en konferenspublikationPublikationskanalens uppgifter
Journal
Moderpublikationens namn
5th International Conference on Industry 4.0 and Smart Manufacturing (ISM 2023)
Moderpublikationens redaktörer
Longo, Francesco; Shen, Weiming; Padovano, Antonio
Förläggare
Sidor
2540-2550
ISSN
Publikationsforum
Publikationsforumsnivå
1
Öppen tillgång
Öppen tillgänglighet i förläggarens tjänst
Ja
Öppen tillgång till publikationskanalen
Helt öppen publikationskanal
Parallellsparad
Ja
Övriga uppgifter
Vetenskapsområden
Data- och informationsvetenskap
Nyckelord
[object Object],[object Object],[object Object]
Publiceringsland
Nederländerna
Förlagets internationalitet
Internationell
Språk
engelska
Internationell sampublikation
Ja
Sampublikation med ett företag
Nej
DOI
10.1016/j.procs.2024.02.072
Publikationen ingår i undervisnings- och kulturministeriets datainsamling
Ja