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If you ask any big LLM a mundane question, it’s likely to get it right. And as you put it, it’s one of the way people get sucked in. But it does work, very inefficiently, for that purpose. Saying it does not is lying to yourself.
I disagree. A big LLM might get a mundane question right, but it might not. To call it reliable is laughable.
What it is is confident, and if you don’t know the answer yourself, it will seem plausible.