The Social Impact of Generative AI: An Analysis on ChatGPT (2403.04667v1)
Abstract: In recent months, the social impact of AI has gained considerable public interest, driven by the emergence of Generative AI models, ChatGPT in particular. The rapid development of these models has sparked heated discussions regarding their benefits, limitations, and associated risks. Generative models hold immense promise across multiple domains, such as healthcare, finance, and education, to cite a few, presenting diverse practical applications. Nevertheless, concerns about potential adverse effects have elicited divergent perspectives, ranging from privacy risks to escalating social inequality. This paper adopts a methodology to delve into the societal implications of Generative AI tools, focusing primarily on the case of ChatGPT. It evaluates the potential impact on several social sectors and illustrates the findings of a comprehensive literature review of both positive and negative effects, emerging trends, and areas of opportunity of Generative AI models. This analysis aims to facilitate an in-depth discussion by providing insights that can inspire policy, regulation, and responsible development practices to foster a human-centered AI.
- Joe McKendrick. Learning to trust artificial intelligence: An optimist’s view, 2019. URL https://www.forbes.com/sites/joemckendrick/2019/06/09/learning-to-trust-artificial-intelligence-an-optimists-view/.
- Spirals of delusion how al distorts decision-making and makes dictators more dangerous. 2022. ISSN 0015-7120. URL https://www.foreignaffairs.com/world/spirals-delusion-artificial-intelligence-decision-making.
- Cindy Gordon. Will 2023 be the year that OpenAI’s ChatGPT breaks free?, 2022. URL https://www.forbes.com/sites/cindygordon/2022/12/29/will-2023-be-the-year-that-openais-chatgpt-breaks-free/.
- The social construction of facts and artefacts: Or how the sociology of science and the sociology of technology might benefit each other. 14(3):399–441, 1984. ISSN 0306-3127. URL https://www.jstor.org/stable/285355.
- Acoustic Modeling Using Deep Belief Networks | IEEE Journals & Magazine | IEEE Xplore, 2012. URL https://ieeexplore.ieee.org/document/5704567.
- Attention Is All You Need, December 2017. URL http://arxiv.org/abs/1706.03762. arXiv:1706.03762 [cs].
- BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding, May 2019. URL http://arxiv.org/abs/1810.04805. arXiv:1810.04805 [cs].
- XLNet: Generalized Autoregressive Pretraining for Language Understanding. In Advances in Neural Information Processing Systems, volume 32. Curran Associates, Inc., 2019. URL https://proceedings.neurips.cc/paper_files/paper/2019/hash/dc6a7e655d7e5840e66733e9ee67cc69-Abstract.html.
- Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition, volume 2. February 2008.
- Improving language understanding by generative pre-training. 2018.
- OpenAI. Openai, 2018. URL {https://openai.com/research/language-unsupervised}.
- OpenAI. Gpt-4, a. URL https://openai.com/product/gpt-4.
- OpenAI. Openai publishing results refusal, b. URL https://cdn.openai.com/papers/gpt-4.pdf.
- Google. Palm2, a. URL https://ai.google/discover/palm2.
- Together. Gpt-jt. URL https://bit.ly/3TqjFes.
- Meta. Llama. URL https://ai.facebook.com/blog/large-language-model-llama-meta-ai/.
- OpenAI. Instructgpt, c. URL https://openai.com/research/instruction-following.
- OpenAI. Chatgpt, d. URL https://openai.com/blog/chatgpt.
- Bing. Bing chat. URL https://www.bing.com/new.
- Google. Bard, b. URL https://bard.google.com/.
- Google. Lamda, c. URL https://blog.google/technology/ai/lamda/.
- Jasper. Jasper chat. URL https://www.jasper.ai/chat.
- Anthropic. Claude, a. URL https://www.anthropic.com/index/claudes-constitution.
- OpenAI DALL-E 2. Dall-e 2. URL https://openai.com/product/dall-e-2.
- Stable Diffusion. Stable diffusion. URL https://stablediffusionweb.com/.
- Writesonic. Photosonic art generator. URL https://writesonic.com/photosonic-ai-art-generator.
- Runway. Runway. URL https://research.runwayml.com/gen2.
- Meta Make-A-Video. Make-a-video. URL https://makeavideo.studio/.
- Google Imagen. Imagen video. URL https://imagen.research.google/.
- Phenaki. URL https://phenaki.video/.
- Bloomberg. Bloomberggpt. URL https://www.bloomberg.com/company/press/bloomberggpt-50-billion-parameter-llm-tuned-finance/.
- Slack. Slackgpt. URL https://slack.com/intl/en-gb/blog/news/introducing-slack-gpt.
- Microsoft. Biogpt. URL https://github.com/microsoft/BioGPT.
- GitHub. Copilot. URL https://github.com/features/copilot.
- The role of rapid reviews in supporting decision-making in software engineering practice. In Proceedings of the 22nd International Conference on Evaluation and Assessment in Software Engineering 2018, EASE’18, page 24–34, New York, NY, USA, 2018. Association for Computing Machinery. ISBN 9781450364034. doi:10.1145/3210459.3210462. URL https://doi.org/10.1145/3210459.3210462.
- Guidelines for performing systematic literature reviews in software engineering. 2, 01 2007.
- Google search as an additional source in systematic reviews. Science and Engineering Ethics, 24, 12 2017. doi:10.1007/s11948-017-0010-4.
- https://figshare.com/s/77c3a667671472f8eccc, 2023. URL https://figshare.com/s/77c3a667671472f8eccc.
- European Commission. Proposal for a regulation of the european parliament and of the council laying down harmonised rules on artificial intelligence (artificial intelligence act) and amending certain union legislative acts, 2021. URL https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=celex%3A52021PC0206.
- International Journal of Human Rights Law Review. ChatGPT and human rights: Navigating the technological frontier, 2023. URL https://humanrightlawreview.in/chatgpt-and-human-rights-navigating-the-technological-frontier/.
- Partha Pratim Ray. ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope. 3:121–154, 2023. ISSN 2667-3452. doi:10.1016/j.iotcps.2023.04.003. URL https://www.sciencedirect.com/science/article/pii/S266734522300024X.
- ChatGPT and consumers: Benefits, pitfalls and future research agenda. page ijcs.12928, 2023. ISSN 1470-6423, 1470-6431. doi:10.1111/ijcs.12928. URL https://onlinelibrary.wiley.com/doi/10.1111/ijcs.12928.
- ChatGPT - legal challenges, legal opportunities, 2023. URL https://www.fieldfisher.com/en/insights/chatgpt-legal-challenges-legal-opportunities.
- Jessica Davis. ChatGPT: Enterprises eye use cases, ethicists remain concerned, 2022. URL https://www.informationweek.com/big-data/chat-gpt-enterprises-eye-use-cases-ethicists-remain-concerned.
- Samantha Lock. What is AI chatbot phenomenon ChatGPT and could it replace humans? 2022. ISSN 0261-3077. URL https://www.theguardian.com/technology/2022/dec/05/what-is-ai-chatbot-phenomenon-chatgpt-and-could-it-replace-humans.
- Priyanka Deo. Is ChatGPT dangerous for humanity? 2023. ISSN 0971-8257. URL https://timesofindia.indiatimes.com/business/india-business/is-chatgpt-dangerous-for-humanity/articleshow/98471105.cms.
- Marketing with ChatGPT: Navigating the ethical terrain of GPT-based chatbot technology. 4(2):375–384, 2023. ISSN 2673-2688. doi:10.3390/ai4020019. URL https://www.mdpi.com/2673-2688/4/2/19.
- Deladem Kumordzie. All you need to know about ChatGPT & why its a threat to google, 2023. URL https://medium.com/@cdkumordzie/all-you-need-to-know-about-chatgpt-why-its-a-threat-to-google-fd2b887c8ff8.
- Levente. The pros and cons dark side of using chat GPT for businesses, 2023. URL https://medium.com/@Levente22/the-pros-and-cons-dark-side-of-using-chat-gpt-for-businesses-cf2373119dab.
- Bernard Marr. What does ChatGPT really mean for your job?, 2023. URL https://www.forbes.com/sites/bernardmarr/2023/02/13/what-does-chatgpt-really-mean-for-your-job/.
- ChatGPT: Fundamentals, applications and social impacts. In 2022 Ninth International Conference on Social Networks Analysis, Management and Security (SNAMS), pages 1–8, 2022. doi:10.1109/SNAMS58071.2022.10062688. ISSN: 2831-7343.
- ChatGPT needs SPADE (sustainability, PrivAcy, digital divide, and ethics) evaluation: A review, 2023. URL http://arxiv.org/abs/2305.03123.
- ChatGPT: A brief narrative review. 2023. doi:10.20944/preprints202304.0158.v1. URL https://www.preprints.org/manuscript/202304.0158/v1.
- Derek Bruff. Teaching in the artificial intelligence age of ChatGPT | teaching + learning lab, 2023. URL https://tll.mit.edu/teaching-in-the-artificial-intelligence-age-of-chatgpt/.
- Ali Iskender. Holy or unholy? interview with open AI’s ChatGPT. 34:3414–3414, 2023. ISSN 1314-0817. doi:10.54055/ejtr.v34i.3169. URL https://ejtr.vumk.eu/index.php/about/article/view/3169.
- Chatgpt in finance: Addressing ethical challenges, 2023. URL https://papers.ssrn.com/abstract=4439967.
- Hyunsu Lee. The rise of ChatGPT: Exploring its potential in medical education. page ase.2270, 2023. ISSN 1935-9772, 1935-9780. doi:10.1002/ase.2270. URL https://anatomypubs.onlinelibrary.wiley.com/doi/10.1002/ase.2270.
- The ChatGPT storm and what faculty can do. 48(3):119, 2023. ISSN 0363-3624. doi:10.1097/NNE.0000000000001390. URL https://journals.lww.com/nurseeducatoronline/Fulltext/2023/05000/The_ChatGPT_Storm_and_What_Faculty_Can_Do.1.aspx?context=FeaturedArticles&collectionId=5.
- André Guskow Cardoso. Do we need a chat-GPT-gov? the importance of technology for effective access to public information., 2023. URL https://papers.ssrn.com/abstract=4365773.
- Muhammad Shidiq. The use of artificial intelligence-based chat-gpt and its challenges for the world of education; from the viewpoint of the development of creative writing skills. 1(1):353–357, 2023. ISSN 2986-5832. URL https://ejournal.unuja.ac.id/index.php/icesh/article/view/5614.
- ChatGPT and assessment in higher education, 2023. URL https://c21u.gatech.edu/sites/default/files/publication/2023/03/C21U%20ChatGPT%20White%20Paper_Final.pdf.
- David Mhlanga. Open AI in education, the responsible and ethical use of ChatGPT towards lifelong learning, 2023. URL https://papers.ssrn.com/abstract=4354422.
- ChatGPT: Applications, opportunities, and threats, 2023. URL http://arxiv.org/abs/2304.09103.
- Can chat GPT replace the role of the teacher in the classroom: A fundamental analysis. 5(4):16100–16106, 2023. ISSN 2654-5497. doi:10.31004/joe.v5i4.2745. URL https://www.jonedu.org/index.php/joe/article/view/2745.
- Release strategies and the social impacts of language models, 2019. URL http://arxiv.org/abs/1908.09203.
- Chatgpt: Using ai in social studies academic research, 2023. URL https://papers.ssrn.com/abstract=4451612.
- ChatGPT and large language models: What are the implications for policy makers?, 2023. URL https://papers.ssrn.com/abstract=4424048.
- The environmental impact of AI: A case study of water consumption by chat GPT. 2023. doi:10.5281/ZENODO.7855594. URL https://zenodo.org/record/7855594.
- Som S Biswas. Role of chat gpt in public health. Annals of Biomedical Engineering, pages 1–2, 2023a.
- Sam Biddle. The internet’s new favorite AI proposes torturing iranians and surveilling mosques, 2023. URL https://theintercept.com/2022/12/08/openai-chatgpt-ai-bias-ethics/.
- ChatGPT and large language models: what’s the risk?, 2023. URL https://www.ncsc.gov.uk/blog-post/chatgpt-and-large-language-models-whats-the-risk.
- Equality Now. ChatGPT-4 reinforces sexist stereotypes by stating a girl cannot “handle technicalities and numbers” in engineering, 2023. URL https://www.equalitynow.org/news_and_insights/chatgpt-4-reinforces-sexist-stereotypes/.
- Kurt Robson. Do AI chatbots like ChatGPT pose a major cybersecurity risk?, 2023. URL https://www.verdict.co.uk/do-ai-chatbots-like-chatgpt-pose-a-major-cybersecurity-risk/.
- Billy Perrigo. Exclusive: The $2 per hour workers who made ChatGPT safer, 2023. URL https://time.com/6247678/openai-chatgpt-kenya-workers/.
- Zihao Li. The dark side of ChatGPT: Legal and ethical challenges from stochastic parrots and hallucination, 2023. URL http://arxiv.org/abs/2304.14347.
- Prognosis of exploration on chat GPT with artificial intelligence ethics. 2(9):60–69, 2023. ISSN 2764-3417. doi:10.14295/bjs.v2i9.372. URL https://www.brazilianjournalofscience.com.br/revista/article/view/372.
- Understanding the capabilities, limitations, and societal impact of large language models, 2021. URL http://arxiv.org/abs/2102.02503.
- She elicits requirements and he tests: Software engineering gender bias in large language models, 2023. URL http://arxiv.org/abs/2303.10131.
- Trialling a large language model (ChatGPT) in general practice with the applied knowledge test: Observational study demonstrating opportunities and limitations in primary care. 9(1):e46599, 2023. doi:10.2196/46599. URL https://mededu.jmir.org/2023/1/e46599.
- English teachers’ concerns about the ethical use of chat GPT by university students. (25):297–302, 2023. ISSN 2710-3056. doi:10.36074/grail-of-science.17.03.2023.051. URL https://archive.journal-grail.science/index.php/2710-3056/article/view/1040.
- ChatGPT and the AI act. 12(1), 2023. ISSN 2197-6775. doi:10.14763/2023.1.1682. URL https://policyreview.info/essay/chatgpt-and-ai-act.
- The ethics of AI: The cyber risks posed by chat GPT, 2023. URL https://www.dacbeachcroft.com/en/gb/articles/2023/february/the-ethics-of-ai-the-cyber-risks-posed-by-chat-gpt.
- Zachary B. Wolf. AI can be racist, sexist and creepy. what should we do about it? | CNN politics, 2023. URL https://www.cnn.com/2023/03/18/politics/ai-chatgpt-racist-what-matters/index.html.
- Chris Vallance. ChatGPT: New AI chatbot has everyone talking to it. 2022. URL https://www.bbc.com/news/technology-63861322.
- David Rozado. The political biases of ChatGPT. 12(3):148, 2023-03. ISSN 2076-0760. doi:10.3390/socsci12030148. URL https://www.mdpi.com/2076-0760/12/3/148.
- Institute for Human Rights and Business. We asked ChatGPT about its impact on human rights and business. here’s what it told us, 2023. URL https://www.ihrb.org/focus-areas/information-communication-technology/we-asked-chatgpt-about-its-impact-on-human-rights-on-business-heres-what-it-told-us.
- Som Biswas. Prospective role of chat GPT in the military: According to ChatGPT. 2023b. ISSN 2632-3834. doi:10.32388/8WYYOD. URL https://www.qeios.com/read/8WYYOD.
- Zuheir N. Khlaif. Ethical concerns about using AI-generated text in scientific research, 2023. URL https://papers.ssrn.com/abstract=4387984.
- Garante per la protezione dei dati personali. ChatGPT: OpenAI riapre la piattaforma in italia garantendo più trasparenza e più diritti a utenti e non utenti europei, 2023. URL https://www.garanteprivacy.it:443/home/docweb/-/docweb-display/docweb/9881490.
- Nigel Curtis and ChatGPT§. To chatgpt or not to chatgpt? the impact of artificial intelligence on academic publishing. 42(4):275, 2023. ISSN 0891-3668. doi:10.1097/INF.0000000000003852. URL https://journals.lww.com/pidj/Citation/2023/04000/To_ChatGPT_or_not_to_ChatGPT__The_Impact_of.1.aspx.
- Does ChatGPT pose a threat to human identity?, 2023. URL https://papers.ssrn.com/abstract=4377900.
- Tech Telegraph. Microsoft, OpenAI, alphabet and big tech are ignoring the human cost behind the rise of ChatGPT and other AI-powered chatbots. 2023. ISSN 0307-1235. URL https://bit.ly/3uXvdwp.
- Chase DiBenedetto. ChatGPT’s surprisingly human voice came with a human cost, 2023. URL https://mashable.com/article/chat-gpt-open-ai-workers-exploitation.
- Ayman Al Ashry. Chat GPT and its legal impact on society as a new form of AI - copyright - united arab emirates, 2023. URL https://www.mondaq.com/copyright/1299882/chat-gpt-and-its-legal-impact-on-society-as-a-new-form-of-ai.
- Jascha Bareis. We are scared of the question chat-GPT cannot answer. because the answer is too obvious., 2023. URL https://papers.ssrn.com/abstract=4410324.
- The self-perception and political biases of ChatGPT, 2023. URL http://arxiv.org/abs/2304.07333.
- More human than human: Measuring ChatGPT political bias. 2023. doi:10.2139/ssrn.4372349. URL https://ueaeprints.uea.ac.uk/id/eprint/91668/.
- WeeTech Solution. What is ChatGPT and the benefits of using ChatGPT, 2023. URL https://www.weetechsolution.com/blog/what-is-chat-gpt-and-the-advantages-of-using-chat-gpt.
- Exploring AI ethics of ChatGPT: A diagnostic analysis, 2023. URL http://arxiv.org/abs/2301.12867.
- Playing games with ais: The limits of GPT-3 and similar large language models. 32(2):341–364, 2022. ISSN 1572-8641. doi:10.1007/s11023-022-09602-0. URL https://doi.org/10.1007/s11023-022-09602-0.
- A comprehensive survey of AI-generated content (AIGC): A history of generative AI from GAN to ChatGPT. 2023. doi:10.48550/ARXIV.2303.04226. URL https://arxiv.org/abs/2303.04226.
- James Clayton. Sam altman: CEO of OpenAI calls for US to regulate artificial intelligence. 2023. URL https://www.bbc.com/news/world-us-canada-65616866.
- Anthropic. Anthropic raises $450 million in series c funding to scale reliable…, b. URL https://www.anthropic.com/index/anthropic-series-c.
- Maria T. Baldassarre (1 paper)
- Danilo Caivano (6 papers)
- Berenice Fernandez Nieto (1 paper)
- Domenico Gigante (4 papers)
- Azzurra Ragone (13 papers)