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OpenAI says it’s “impossible” to create useful AI models without copyrighted material
(arstechnica.com)
this post was submitted on 11 Jan 2024
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You are spitting out basic points and attempting to draw similarities because our brains are capable of something similar. The difference between what you've said and what LLMs do is that we have experiences that we are able to glean a variety of information from. An LLM sees text and all it's designed to do is say "x is more likely to appear before y than z". If you fed it nonsense, it would regurgitate nonsense. If you feed it text from racist sites, it will regurgitate that same language because that's all it has seen.
You'll read this and think "that's what humans do too, right?" Wrong. A human can be fed these things and still reject them. Someone else in this thread has made some good points regarding this but I'll state them here as well. An LLM will tell you information but it has no cognition on what it's telling you. It has no idea that it's right or wrong, it's job is to convince you that it's right because that's the success state. If you tell it it's wrong, that's a failure state. The more you speak with it, the more fail states it accumulates and the more likely it is to cutoff communication because it's not reaching a success, it's not giving you what you want. The longer the conversation goes on, the more crazy LLMs get as well because it's too much to process at once, holding those contexts in its memory while trying to predict the next one. Our brains do this easily and so much more. To claim an LLM is intelligent is incredibly misguided, it is merely the imitation of intelligence.
but that’s just a matter of complexity, not fundamental difference. the way our brains work and the way an artificial neural network work aren’t that different; just that our brains are beyond many orders of magnitude bigger
there’s no particular reason why we can’t feed artificial neural networks an enormous amount of … let’s say tangentially related experiential information … as well, but in order to be efficient and make them specialise in the things we want, we only feed them information that’s directly related to the specialty we want them to perform
there’s some… “pre training” or “pre-existing state” that exists with humans too that comes from genetics, but i’d argue that’s as relevant to the actual task of learning, comprehension, and creating as a BIOS is to running an operating system (that is, a necessary precondition to ensure the correct functioning of our body with our brain, but not actually what you’d call the main function)
i’m also not claiming that an LLM is intelligent (or rather i’d prefer to use the term self aware because intelligent is pretty nebulous); just that the structure it has isn’t that much different to our brains just on a level that’s so much smaller and so much more generic that you can’t expect it to perform as well as a human - you wouldn’t expect to cut out 99% of a humans brain and have them be able to continue to function at the same level either
i guess the core of what i’m getting at is that the self awareness that humans have is definitely not present in an LLM, however i don’t think that self-awareness is necessarily a pre-requisite for most things that we call creativity. i think that’s it’s entirely possible for an artificial neural net that’s fundamentally the same technology that we use today to be able to ingest the same data that a human would from birth, and to have very similar outcomes… given that belief (and i’m very aware that it certainly is just a belief - we aren’t close to understanding our brains, but i don’t fundamentally thing there’s anything other then neurons firing that results in the human condition), just because you simplify and specialise the input data doesn’t mean that the process is different. you could argue that it’s lesser, for sure, but to rule out that it can create a legitimately new work is definitely premature