I forget where I originally heard this idea, but I always explain to people that LLMs are (affectionately) "bullshitters." Terms like "lying" or "hallucinating" imply that it's trying to tell the truth, but actually it doesn't care if what it says is true or not at all save for the fact that true text is slightly more plausible than false text.
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