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But it doesn't copy any text one to one. The largest one was trained on 1.4 trillion tokens, if I recall correctly, but the model size is just 65 billion parameters. (I believe they use 16 bit per token and parameter.) It seems to be more like a human who has read large parts of the internet, but doesn't remember anything word by word. Learning from reading stuff was never considered a copyright violation.



> It seems to be more like a human who has read large parts of the internet, but doesn't remember anything word by word. Learning from reading stuff was never considered a copyright violation.

This is one of the most common talking points I see brought up, especially when defending things like ai "learning" from the style of artists and then being able to replicate that style. On the surface we can say, oh it's similar to a human learning from an art style and replicating it. But that implies that the program is functioning like a human mind (as far as I know the jury is still out on that and I doubt we know exactly how a human mind actually "learns" (I'm not a neuroscientist)).

Let's say for the sake of experiment I ask you to cut out every word of pride and prejudice, and keep them all sorted. Then when asked to write a story in the style of jane austen you pull from that pile of snipped out words and arranged them in a pattern that most resembles her writing, did you transform it? Sure maybe, if a human did that I bet they could even copyright it, but I think that as a machine, it took those words, phrases, and applied an algorithm to generating output, even with stochastic elements the direct backwards traceability albeit a 65B convolution of it means that the essence of the copyrighted materials has been directly translated.

From what I can see we can't prove the human mind is strictly deterministic. But an ai very well might be in many senses. So the transference of non-deterministic material (the original) through a deterministic transform has to root back to the non-deterministic model (the human mind and therefore the original copyright holder).




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