A Comprehensive Study of ChatGPT: Advancements, Limitations, and Ethical Considerations in Natural Language Processing and Cybersecurity
This paper presents an in-depth study of ChatGPT, a state-of-the-art language model that is revolutionizing generative text. We provide a comprehensive analysis of its architecture, training data, and evaluation metrics and explore its advancements and enhancements over time. Additionally, we examin...
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| Format: | Article |
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MDPI AG
2023-08-01
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| Series: | Information |
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| Online Access: | https://www.mdpi.com/2078-2489/14/8/462 |
| _version_ | 1797584328795881472 |
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| author | Moatsum Alawida Sami Mejri Abid Mehmood Belkacem Chikhaoui Oludare Isaac Abiodun |
| author_facet | Moatsum Alawida Sami Mejri Abid Mehmood Belkacem Chikhaoui Oludare Isaac Abiodun |
| author_sort | Moatsum Alawida |
| collection | DOAJ |
| description | This paper presents an in-depth study of ChatGPT, a state-of-the-art language model that is revolutionizing generative text. We provide a comprehensive analysis of its architecture, training data, and evaluation metrics and explore its advancements and enhancements over time. Additionally, we examine the capabilities and limitations of ChatGPT in natural language processing (NLP) tasks, including language translation, text summarization, and dialogue generation. Furthermore, we compare ChatGPT to other language generation models and discuss its applicability in various tasks. Our study also addresses the ethical and privacy considerations associated with ChatGPT and provides insights into mitigation strategies. Moreover, we investigate the role of ChatGPT in cyberattacks, highlighting potential security risks. Lastly, we showcase the diverse applications of ChatGPT in different industries and evaluate its performance across languages and domains. This paper offers a comprehensive exploration of ChatGPT’s impact on the NLP field. |
| first_indexed | 2024-03-10T23:51:19Z |
| format | Article |
| id | doaj.art-4b2453159f7b41ada83bc9f6dce5cba6 |
| institution | Directory Open Access Journal |
| issn | 2078-2489 |
| language | English |
| last_indexed | 2024-03-10T23:51:19Z |
| publishDate | 2023-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Information |
| spelling | doaj.art-4b2453159f7b41ada83bc9f6dce5cba62023-11-19T01:35:04ZengMDPI AGInformation2078-24892023-08-0114846210.3390/info14080462A Comprehensive Study of ChatGPT: Advancements, Limitations, and Ethical Considerations in Natural Language Processing and CybersecurityMoatsum Alawida0Sami Mejri1Abid Mehmood2Belkacem Chikhaoui3Oludare Isaac Abiodun4Department of Computer Sciences, Abu Dhabi University, Abu Dhabi P.O. Box 59911, United Arab EmiratesCenter for Teaching and Learning, Khalifa University of Science and Technology, Abu Dhabi P.O. Box 127788, United Arab EmiratesDepartment of Computer Sciences, Abu Dhabi University, Abu Dhabi P.O. Box 59911, United Arab EmiratesApplied Artificial Intelligence Institute, TELUQ University, Montreal, QC H2S 3L5, CanadaDepartment of Computer Science, University of Abuja, Gwagwalada 900110, NigeriaThis paper presents an in-depth study of ChatGPT, a state-of-the-art language model that is revolutionizing generative text. We provide a comprehensive analysis of its architecture, training data, and evaluation metrics and explore its advancements and enhancements over time. Additionally, we examine the capabilities and limitations of ChatGPT in natural language processing (NLP) tasks, including language translation, text summarization, and dialogue generation. Furthermore, we compare ChatGPT to other language generation models and discuss its applicability in various tasks. Our study also addresses the ethical and privacy considerations associated with ChatGPT and provides insights into mitigation strategies. Moreover, we investigate the role of ChatGPT in cyberattacks, highlighting potential security risks. Lastly, we showcase the diverse applications of ChatGPT in different industries and evaluate its performance across languages and domains. This paper offers a comprehensive exploration of ChatGPT’s impact on the NLP field.https://www.mdpi.com/2078-2489/14/8/462ChatGPTlanguage generationnatural language processing (NLP)cybersecurityChatGPT applications |
| spellingShingle | Moatsum Alawida Sami Mejri Abid Mehmood Belkacem Chikhaoui Oludare Isaac Abiodun A Comprehensive Study of ChatGPT: Advancements, Limitations, and Ethical Considerations in Natural Language Processing and Cybersecurity Information ChatGPT language generation natural language processing (NLP) cybersecurity ChatGPT applications |
| title | A Comprehensive Study of ChatGPT: Advancements, Limitations, and Ethical Considerations in Natural Language Processing and Cybersecurity |
| title_full | A Comprehensive Study of ChatGPT: Advancements, Limitations, and Ethical Considerations in Natural Language Processing and Cybersecurity |
| title_fullStr | A Comprehensive Study of ChatGPT: Advancements, Limitations, and Ethical Considerations in Natural Language Processing and Cybersecurity |
| title_full_unstemmed | A Comprehensive Study of ChatGPT: Advancements, Limitations, and Ethical Considerations in Natural Language Processing and Cybersecurity |
| title_short | A Comprehensive Study of ChatGPT: Advancements, Limitations, and Ethical Considerations in Natural Language Processing and Cybersecurity |
| title_sort | comprehensive study of chatgpt advancements limitations and ethical considerations in natural language processing and cybersecurity |
| topic | ChatGPT language generation natural language processing (NLP) cybersecurity ChatGPT applications |
| url | https://www.mdpi.com/2078-2489/14/8/462 |
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