And if you get that "sometimes" down to "rarely" and then "very rarely" you can replace a lot of expensive and inflexible humans with cheap and infinitely flexible computers.
That's pretty much what we're experiencing currently. Two years ago code generation by LLMs was usually horrible. Now it's generally pretty good.
I think you are selling yourself short if you believe you can be replaced by a next token predictor :)
I think humans who think they can't be replaced by a next token predictor think too highly of themselves.
LLMs show it plain and clear: there's no magic in human intelligence. Abstract thinking is nothing but fancy computation. It can be implemented in math and executed on a GPU.
LLMs have no ability to reason whatsoever.
They do have the ability to fool people and exacerbate or cause mental problems.
LLMs are actually pretty good at reasoning. They don't need to be perfect, humans aren't either.
what's actually happening is all your life you've been told by experience if something can talk to you is that it must be somewhat intelligent.
Now you get can't around that this might not be the case.
You're like that beetle going extinct mating with beer bottles.
https://www.npr.org/sections/krulwich/2013/06/19/193493225/t...
"What's actually happening" is all your life you've been told that human intelligence is magical and special and unique. And now it turns out that it isn't. Cue the coping.
We've already found that LLMs implement the very same type of abstract thinking as humans do. Even with mechanistic interpretability being in the gutters, you can probe LLMs and find some of the concepts they think in.
But, of course, denying that is much less uncomfortable than the alternative. Another one falls victim to AI effect.
> "What's actually happening" is all your life you've been told that human intelligence is magical and special and unique. And now it turns out that it isn't. Cue the coping.
People have been arguing this is not the case for at least hundreds of years.
Considering we don't understand consciousness at ALL or how humans think, you might want to backtrack your claims a bit.
Any abstraction you're noticing in an LLM is likely just a plagiarized one
Why isn't it then
I as a human being can of course not be replaced by a next token predictor.
But I as a chess player can easily be replaced by a chess engine and I as a programmer might soon be replaceable by a next token predictor.
The only reason programmers think they can't be replaced by a next token predictor is that programmers don't work that way. But chess players don't work like a chess engine either.
this boring reductionist take on how LLMs work is so outdated that I'm getting second hand embarassment.
Sorry, I meant a very fancy next token predictor :)
Lots of technology is cool if you get to just say “if we get rid of the limitations” while offering no practical way to do so.
It’s still horrible btw.
Hallucination has significantly decreased in the last two years.
I'm not saying that LLMs will positively replace all programmers next year, I'm saying that there is a lot of uncertainty and that I don't want that uncertainty in my career.