Earlier quoted context omitted.
> And, by various universality theorems, a sufficiently large AGI could approximate any sequence of human neuron firings to an arbitrary precision. Wouldn't it become harder to simulate a human brain the larger a machine is? I don't know nothing, but I think that peaky speed of light thing might pose a challenge.
simulate ≠ simulate-in-real-time
LLMs aren't world models
111–120 of 240 posts
Re: LLMs aren't world models
#112Earlier quoted context omitted.
> Of course, if physics does exist - i.e. the universe is governed by a finite set of laws Wouldn't physics still "exist" even if there were an infinite set of laws?
Well, the physical universe will still exist, but I don't think that physics - the scientific study of said universe - will become sort of meaningless, I would think?
"We could learn to sail the oceans and discover new lands and transport cargo cheaply... But in a few centuries we'll discover we were wrong and the Earth isn't really a sphere and tides are extra-complex so I guess there's no point."
Re: LLMs aren't world models
#113Language models aren't world models for the same reason languages aren't world models. Symbols, by definition, only represent a thing. They are not the same as the thing. The map is not the territory, the description is not the described, you can't get wet in the word "water". They only have meaning to sentient beings, and that meaning is heavily subjective and contextual. But there appear to be some who think that w…
Re: LLMs aren't world models
#114Earlier quoted context omitted.
Well, the physical universe will still exist, but I don't think that physics - the scientific study of said universe - will become sort of meaningless, I would think?
Why meaningless? Imperfect knowledge can still be useful , and ultimately that's the only kind we can ever have about anything. "We could learn to sail the oceans and discover new lands and transport cargo cheaply... But in a few centuries we'll discover we were wrong and the Earth isn't really a sphere and tides are extra-complex so I guess there's no point."
Re: LLMs aren't world models
#115Language models aren't world models for the same reason languages aren't world models. Symbols, by definition, only represent a thing. They are not the same as the thing. The map is not the territory, the description is not the described, you can't get wet in the word "water". They only have meaning to sentient beings, and that meaning is heavily subjective and contextual. But there appear to be some who think that w…
Symbols, maps, descriptions, and words are useful precisely because they are NOT what they represent. Representation is not identity. What else could a “world model” be other than a representation? Aren’t all models representations, by definition? What exactly do you think a world model is, if not something expressible in language?
Re: LLMs aren't world models
#116Language models aren't world models for the same reason languages aren't world models. Symbols, by definition, only represent a thing. They are not the same as the thing. The map is not the territory, the description is not the described, you can't get wet in the word "water". They only have meaning to sentient beings, and that meaning is heavily subjective and contextual. But there appear to be some who think that w…
> Language models aren't world models for the same reason languages aren't world models. Symbols, by definition, only represent a thing. They are not the same as the thing. The map is not the territory, the description is not the described, you can't get wet in the word "water". Symbols, maps, descriptions, and words are useful precisely because they are NOT what they represent. Representation is not identity. What e…
I was following the string of questions, but I think there is a logical leap between those two questions.
Another question: is Language the only way to define models? An imagined sound or an imagined picture of an apple in my minds-eye are models to me, but they don't use language.
Re: LLMs aren't world models
#117Don’t: use LLMs to play chess against you Do: use LLMs to talk shit to you while a real chess AI plays chess against you. The above applies to a lot of things besides chess, and illustrates a proper application of LLMs.
Why would anyone choose to awkwardly play using natural language rather than a reliable, fast and intuitive UI?
Re: LLMs aren't world models
#118Language models aren't world models for the same reason languages aren't world models. Symbols, by definition, only represent a thing. They are not the same as the thing. The map is not the territory, the description is not the described, you can't get wet in the word "water". They only have meaning to sentient beings, and that meaning is heavily subjective and contextual. But there appear to be some who think that w…
Everything is just a low resolution representation of a thing. The so-called reality we supposedly have access to is at best a small number of sound waves and photons hitting our face. So I don't buy this argument that symbols are categorically different. It's a gradient and symbols are more sparse and less rich of a data source, yes. But who are we to say where that hypothetical line exists, beyond which further com…
Re: LLMs aren't world models
#119Language models aren't world models for the same reason languages aren't world models. Symbols, by definition, only represent a thing. They are not the same as the thing. The map is not the territory, the description is not the described, you can't get wet in the word "water". They only have meaning to sentient beings, and that meaning is heavily subjective and contextual. But there appear to be some who think that w…
It has been noted for several years in US national labs and elsewhere that there is an almost perfect overlap between data models LLMs are poor at learning and data models that we struggle to index at scale. If LLMs were actually good at these things then there would be a straightforward path to addressing these longstanding non-AI computer science problems.
The incompleteness is that the LLM tech literally can't represent elementary things that are important enough that we spend a lot of money trying to represent them on computers for non-AI purposes. A super-intelligent AGI being right around the corner implies that we've solved these problems that we clearly haven't solved.
Perhaps more interesting, it also implies that AGI tech may look significantly different than the current LLM tech stack.
Re: LLMs aren't world models
#120Language models aren't world models for the same reason languages aren't world models. Symbols, by definition, only represent a thing. They are not the same as the thing. The map is not the territory, the description is not the described, you can't get wet in the word "water". They only have meaning to sentient beings, and that meaning is heavily subjective and contextual. But there appear to be some who think that w…
[1]: https://www.experimental-history.com/p/you-cant-reach-the-br...