Earlier quoted context omitted.
LLM models are to a large extent neuronal analogs of human neural architecture - of course they reason The claim of the “stochastic parrot” needs to go away Eg see: https://www.anthropic.com/news/golden-gate-claude I think the rub is that people think you need consciousness to do reasoning, I’m NOT claiming LLMs have consciousness or awareness
They are really not neuronal analogs, reasoning is far from what they do. If they reasoned, they'd stick to their guns more readily, but try to contradict an LLM and it will make any logic leap you ask it too. If you debate with me, I'll keep reasoning on the same premises and usually the difference between two humans is not in reasoning but in choice of premises. For instance you really want here to assert that LLM…
Chomsky on what ChatGPT is good for (2023)
221–230 of 389 posts
Re: Chomsky on what ChatGPT is good for (2023)
#222Earlier quoted context omitted.
I don't know what he's talking about. Humans clearly outperform ants in navigation. Especially if you allow arbitrary markings on the terrain. Sounds like "ineffable nature" mumbo-jumbo.
Arbitrary markings on the terrain? Why not GPS, satellite photo etc? All of those are human inventions and we can navigate much better and in a broader set of environments than ants thanks to them.
Re: Chomsky on what ChatGPT is good for (2023)
#2233.35 hrs Chomsky interview on ML Street Talk https://youtu.be/axuGfh4UR9Q
That part is unusually good btw. It's actually elegaic.
Re: Chomsky on what ChatGPT is good for (2023)
#224I have a degree in linguistics. We were taught Chomsky’s theories of linguistics, but also taught that they were not true. (I don’t want to say what university it was since this was 25 years ago and for all I know that linguistics department no longer teaches against Chomsky). The end result is I don’t take anything Chomsky says seriously. So, it is difficult for me to engage with Chomsky’s ideas.
I don't have a degree in linguistics, but I took a few classes about 15 years ago, and Chomsky's works were basically treated as gospel. Although my university's linguistics faculty included several of his former graduate students, so maybe there's a bias factor. In any case, it reminds me of an SMBC comic about how math and science advance over time [1] [1] https://smbc-wiki.com/index.php/How-math-works
But generally speaking Chomsky's ideas, and in particular, the Universal Grammar are no longer in vogue.
Re: Chomsky on what ChatGPT is good for (2023)
#225The level of intellectual engagement with Chomsky's ideas in the comments here is shockingly low. Surely, we are capable of holding these two thoughts: one, that the facility of LLMs is fantastic and useful, and two, that the major breakthroughs of AI this decade have not, at least so far, substantially deepened our understanding of our own intelligence and its constitution. That may change, particularly if the intel…
> AI this decade have not, at least so far, substantially deepened our understanding of our own intelligence and its constitution I would push back on this a little bit. While it has not helped us to understand our own intelligence, it has made me question whether such a thing even exists. Perhaps there are no simple and beautiful natural laws, like those that exists in Physics, that can explain how humans think and…
Re: Chomsky on what ChatGPT is good for (2023)
#226Earlier quoted context omitted.
I think GPT-2 (2019) was already strong enough argument for possibility of modeling knowledge and language that Chomsky rejected.
Though given that LLMs fundamentally can't know whether they know something or not (without a later pass of fine-tuning on what they should know) is a pretty good argument against them being good knowledge bases.
Re: Chomsky on what ChatGPT is good for (2023)
#227I have a degree in linguistics. We were taught Chomsky’s theories of linguistics, but also taught that they were not true. (I don’t want to say what university it was since this was 25 years ago and for all I know that linguistics department no longer teaches against Chomsky). The end result is I don’t take anything Chomsky says seriously. So, it is difficult for me to engage with Chomsky’s ideas.
I'm rather confused by this statement. I've read a number of Chomsky pieces and have listened to him speak a number of times. To say his theories were all "not true" seems, to an extent, almost impossible. Care to expand on how his theories can be taught in such a binary way?
This leads to people who agree hiring each other and departments ‘circling the wagon’ on these issues. You’ll see this referred to as east vs west coast, but it’s not actually that clearly geographically delineated.
So anyways, these are open questions that people do seriously discuss and study, but the politics of academia make it difficult and unfortunately this often trickles down to students.
Re: Chomsky on what ChatGPT is good for (2023)
#228That was a weird ride. He was asked whether AI will outsmart humans and went on a rant about philosophy of science seemingly trying to defend the importance of his research and culminated with some culture war commentary about postmodernism.
Re: Chomsky on what ChatGPT is good for (2023)
#229Earlier quoted context omitted.
They do. Spend some time using a modern reasoning model. There is a class of interesting problems, nestled between trivial ones whose answers can simply be regurgitated and difficult ones that either yield nonsense or involve tool use, that transformer networks can absolutely, incontrovertibly reason about.
I have been able to get chatgpt to synthesize in the edges of two domains in ideaspace, say, psychology and economics, but surprisingly it struggled helping me write ODE code in go. In the first case, I think it actually synthesized. In the latter it couldn't extrapolate enough ideas from the two fields into one.
It's famously easier to impress people with soft-sciences speculation than it is to impress the rules of math or compilers.
Re: Chomsky on what ChatGPT is good for (2023)
#230Earlier quoted context omitted.
I don't have a degree in linguistics, but I took a few classes about 15 years ago, and Chomsky's works were basically treated as gospel. Although my university's linguistics faculty included several of his former graduate students, so maybe there's a bias factor. In any case, it reminds me of an SMBC comic about how math and science advance over time [1] [1] https://smbc-wiki.com/index.php/How-math-works
Linguistics has been largely subsumed by CS (LLM, speech synthesis, translation). It's not an empirical science or social science and most of its theories are not falsifiable. But generally speaking Chomsky's ideas, and in particular, the Universal Grammar are no longer in vogue.