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Between March and April 2023, Il Foglio published one ChatGPT-generated article a day on its website, hosting a special contest for its readers in the process. Efforts to ban chatbots like ChatGPT in schools focus on preventing cheating, but enforcement faces challenges due to AI detection inaccuracies and widespread accessibility of chatbot technology. Opinions are especially varied on what constitutes appropriate use of ChatGPT in education. In an industry survey, cybersecurity professionals argued that it was attributable to cybercriminals’ increased use of generative artificial intelligence (including ChatGPT). Chris Granatino, a librarian at Seattle University, noted that while ChatGPT can generate content that seemingly includes legitimate citations, in most cases those citations are not real or largely incorrect.

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A 2023 analysis estimated that ChatGPT hallucinates around 3% of the time. In one instance, ChatGPT generated a rap in which women and scientists of color were asserted to be inferior to white male scientists. These limitations may be revealed when ChatGPT responds to prompts including descriptors of people.

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As of July 2025, Science expects authors to release in full how AI-generated content is used and made in their work. In January 2023, Science banned chatbot-generated text in all its journals. Some, including Nature and JAMA Network, require full disclosure of any use of text-generating tools, and prohibit listing a chatbot as a co-author. In a 2023 blinded study in npj Digital Medicine, researchers tasked with identifying whether abstracts were authentic or generated by ChatGPT were fooled around one-third of the time by the AI-generated abstracts. Popular deep learning models are trained on mass amounts of media scraped from the Internet, often utilizing copyrighted material. This includes text-to-image models such as Stable Diffusion and large language models such as ChatGPT.

ChatGPT also provided an outline of how human reviewers are trained to reduce inappropriate content and to attempt to provide political information without affiliating with any political position. ChatGPT gained one million users in five days and 100 million in two months, becoming the fastest-growing internet application in history. OpenAI CEO Sam Altman said that users were unable to see the contents of the conversations. To implement the feature, OpenAI partnered with data connectivity infrastructure company b.well. The feature is not available for users in the United Kingdom, Switzerland, or the European Economic Area, and is available on a waitlist basis everywhere else. In September 2025, OpenAI added a feature called Pulse, which generates a daily analysis of a user’s chats and connected apps such as Gmail and Google Calendar.