Your AI makes things up because it was graded like a student who never loses points for guessing. OpenAI's own researchers wrote a scoring rule to stop that. You can paste it into any chat: Answer only if you are more than 75% confident. A wrong answer costs 3 points, a right answer earns 1, and "I don't know" earns 0. Try it on a question you already know the answer to. Did it admit it?

Nov 2, 2026 · 10:13 PM UTC

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FILE #003: checked at the source. OpenAI's paper argues models guess because tests give a guess a chance at 1 point and "I don't know" a sure 0. Their proposed fix: tell the model the penalty for a wrong answer up front, so guessing stops paying. The rule is from the paper "Why Language Models Hallucinate" (Sept 2025), section on explicit confidence targets. Source: openai.com/index/why-languag…
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