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by SEGyges
309 days ago
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i hate "stochastic parrot" because it's not even really meaningful I think it's true that models are statistical, inasmuch as P(A|B) where B is the prior sequence is what the loss is computing, and that's statistical. It's just computing that function in an absurdly complex way, which involves creating topological representations of relationships, etc. I agree that "just" autocomplete implies the wrong thing. It turns out autocomplete is amazing if you scale it up. I think it's true that they reason and area creative but these are really hard points because people mean subtly different things when saying "reason" and "creative". |
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That is true of any system that is designed to do anything, with imperfect accuracy. Looking at systems as black boxes from the outside, probabilities means something.
But from a clear box perspective, the internals of these models are not statistical systems, they are spacial/topological mapping systems. Nothing resembling P(A|B) or any similar statistical measure appears in any calculation, except when judging the system from the outside.
There are statistical systems, built from statistical methods. But that's another class of algorithms.