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I'm not sure you could, eg there are many conversation prompts you need situational awareness for. If the machine can account for that, it's actually a lot more active than implied, and does nontrivial information processing that goes beyond calculations over static rules. Even if we stipulate a Turing Test where the Room contains either such a machine or a perfectly boxed human behind a terminal, I am sure there are questions a non-intelligent machine of any feasible complexity will fail at.
I think it's similar to the brain: no isolated small part of it «understands» the world. If you find a part that outputs behaviors similar to products of understanding – dice it up to smaller pieces until you lose it. Irreducible complexity is a pretty obvious idea.
Most philosophers, like poets, are scientists who have failed at imagination.
One person's modus ponens.
Are you a stochastic parrot? Because I'm not; I don't think you really think you are either.
Like many of the doomer arguments, this one is far too silly.
It's not a doomer argument, it's just a snarky response to an obvious bullshit idea. Bender&Gebru's paper that introduced the concept is very bad and unduly dismissive of AI (and of entire fields in philology, linguistics, semiotics and computer science); this becomes clearer with every new result. Like, generalization of instruction-following between different languages – we can explain that for humans, using notions like semantic roles. Do you feel like that's possible to operate on, for a Chinese Room style arrangement that thoughtlessly goes through rules? If it is, then it's using abstractions in a very humanlike way; so how can such a Chinese Room indicate absence of understanding? If it isn't, then what do we call it – a metalinguistic parrot, or a true intelligence? What is thought, really, if not that cognition which transcends language?
For me this shit is actually hard and non-obvious; I take these ideas seriously enough to doubt gut feelings. I do not know if I am a stochastic parrot or what it even means to be one. I am not sure stochastic parrots, as understood by Gebru and endowed with general language ability, exist at all; or if they do, whether non-parrots may exist, at least among humans; like sama hints at here. Hlynka dunks on me and @2rafa for entertaining the possibility that human thought is largely analogous to LLM's parroting, but it's hard to feel insulted by that. I pride myself on possessing refined enough self-awareness to notice mechanical aspects to my own mind, though it's presumably a far cry from enlightenment. I sometimes identify people as NPCs because of noticing signs of a kindred spirit in their revealed thought.
Me having an internal psychological state that, at least, feels much more complex and alive (and what dreams I have! Human media would not be ready for their depth!) than my behavioral outputs has zero bearing on whether an LLM is a stochastic parrot or not. Just because I can crack it open and understand its activity as a big lump of pretty trivial and comprehensible computations doesn't mean that it doesn't have what amounts to some analogy to my internal state. My own skull could also be cracked open and its contents studied as a mess of neuron activations.jpg; our only obstacles to doing that are logistical and perhaps ethical, especially seeing as Neuralink got a greenlight for human trials from FDA.
I am sometimes accused of opposite things, like extreme materialism or metaphysical whimsy, Russian chauvinism or kowtowing to the West, being a fascist knuckledragger or an effete European intellectual twink (sometimes by the same people). It wouldn't surprise me if some started to believe me a stochastic parrot too. Nuance and uncertainty are penalized.
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