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The real uncomfortable thing is that because we cannot confidently know, the moral defacto position is to treat them like they are.
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I know you "feel" pain because I can poke you and observe the result. If I do it enough there is permanent damage.

Show this same phenomenon exists in LLMs.

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They are confidently hallucinating a factual statement. Which is funny when claiming that confident hallucinations are the proof of LLMs' lack of intelligence.
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One side is making a positive assertion. The other is making a negative assertion. One side can prove it's right. The other, logically, cannot.

One camp has to offer it's proof. If it has none then that _in and of itself_ is highly suggestive.

People have fully turned their minds off on this subject. It's disgusting.

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