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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. The potential benefits include enhancing personalized learning, improving student
productivity, assisting with brainstorming, summarization, and supporting language literacy skills.
The chatbot technology can improve security by cyber defense automation, threat
intelligence, attack identification, and reporting. In July 2024, Futurism reported that GPT-4o
in ChatGPT would sometimes link „scam news sites that deluge the user with fake software updates and virus warnings“; these pop-ups can be used to coerce users into downloading malware or potentially unwanted programs.

After the release of GPT 5.2, it was revealed in a paper published on December
11, 2025, that a variant of the model for the first time solved an open problem (learning-curve
monotonicity for MLE in Gaussian settings) in mathematics with an original solution.
ChatGPT has been used to generate introductory sections and abstracts for scientific
articles.
The term „hallucination“ as applied to LLMs is distinct from its
meaning in psychology, and the phenomenon in chatbots is
more similar to confabulation or bullshitting.

OpenAI has sometimes mitigated this effect by updating the training
data. ChatGPT’s training data only covers a period up to the cut-off date,
so it lacks knowledge of recent events. At launch, the feature
was limited to purchases on Etsy from US users with a payment
method linked to their OpenAI account. One of the most significant
improvements was in the generation of text within images,
which is especially useful for branded content.
In March 2025, OpenAI updated ChatGPT to generate images using GPT
Image instead of DALL-E.

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