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Why AI Keeps Making Stuff Up: The Science Behind LLM Hallucinations 🧠
Latest   Machine Learning

Why AI Keeps Making Stuff Up: The Science Behind LLM Hallucinations 🧠

Last Updated on September 29, 2025 by Editorial Team

Author(s): MahendraMedapati

Originally published on Towards AI.

Hook: When Smart AI Says Dumb Things 🤯

Picture this: You’re using ChatGPT to research Adam Tauman Kalai’s birthday for a project. The AI confidently tells you it’s March 7th. You ask again to double-check — now it says June 15th. One more time? January 1st.

Why AI Keeps Making Stuff Up: The Science Behind LLM Hallucinations 🧠

Critical Point: The older model has slightly better accuracy, but a 75% hallucination rate compared to just 26%! This perfectly demonstrates how optimizing for accuracy creates hallucination machines.

The article discusses how AI models, even the most advanced ones, tend to “hallucinate” by generating plausible but incorrect responses, which becomes crucial for users to understand especially as AI assists in research and decision-making. This phenomenon is directly influenced by the way AI is trained, which often rewards guessing over acknowledging uncertainty. To address these issues, the article suggests implementing confidence-aware evaluations and careful handling of ambiguous questions, advocating for industry-wide changes in how models are assessed to promote better and more accurate AI behavior.

Read the full blog for free on Medium.

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