You can't make that claim without being able to precisely explain how sentience works

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No, it's enough for me to explain how it does not work.

Machine learning algorithms are just math. We train these models by feeding the algorithms a shit ton of example data and then backpropagate and whatever. The result is a bunch of weights, or numbers. So for someone to argue that LLMs are sentient is essentially the same as arguing that solving for x creates sentience.