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arXiv Language Models

Why AI stumbles on tricky probability — even when it aces the basics

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LLMs are like chess grandmasters who play flawlessly in normal games but choke the moment you change the board layout slightly — they've memorized patterns, not principles.

This means the models we're using for reasoning and decision support have a fragile grasp of probability that collapses under small prompt rewording, so we can't trust them blindly for anything involving chance or counterintuitive logic.


Bug reported: No

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