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Language is not essential for the cognitive processes that underlie thought

scientificamerican.com

251–260 of 424 posts

Re: Language is not essential for the cognitive processes that underlie thought

#251
I can think without language about all the things that I have experienced directly through some of my senses, but there is a huge number of things that I have never experienced directly and about which I can think only using language.

I doubt that this is different for other people. I believe that those people who claim that they never think using language are never thinking about the abstract or remote things about which I think using language.

For instance, I can think about a model of CPU without naming it, if it has been included in some of the many computers that I have used during the years, by recalling an image of the computer, or of its motherboard, or of the CPU package, or recalling some experiences when running programs on that computer, how slow or how responsive that felt, and so on.

I cannot think about a CPU that I have never used, e.g. Intel 11900K, without naming it.

Similarly, I can think without language about the planet Jupiter, which I have seen directly many times, or even about the planet Neptune, which I have never seen with my eyes, but I have seen in photographs, but I cannot think otherwise than with words about some celestial bodies that I have never seen.

The same for verbs, some verbs name actions about which I can think by recalling images or sounds or smells or tactile feelings that correspond with typical results of those actions. Other verbs are too abstract, so I can think about the corresponding action only using the word that names it.

For some abstract concepts, one could imagine a sequence of images, sounds etc. that would suggest them, but that would be like a pantomime puzzle and it would be a too slow way of thinking.

I can look at a wood plank thrown over a precipice and I can conclude that it may be safe to walk on it without language, but if I were to design a bridge guaranteed to resist to the weight of some trucks passing on it, I could not do that design without thinking with language.

Therefore I believe that language is absolutely essential for complex abstract thinking, even if there are alternative ways of thinking that may be sufficient even most of the time for some people.

Re: Language is not essential for the cognitive processes that underlie thought

#252

Earlier quoted context omitted.

> One reason might that LLMs are successful because of the architecture, but also, just as importantly because they can be trained over a volume and diversity of human thought that’s encapsulated in language (that is on the internet). Where are we going to find the equivalent data set that will train this other kind of thinking? Probably by putting simulated animals into simulated environments where they have to surv…

"Where are we going to find the equivalent data set that will train this other kind of thinking?" Just a personal opinion, but in my shitty When H.A.R.L.I.E. Was One (and others) unpublished fiction pastiche (ripoff, really), I had the nascent AI stumble upon Cyc as its base for the world and "thinking about how to think." I never thought that Cyc was enough, but I do think that something Cyc-like is necessary as a c…

> A pond is here. Other animals will also come to drink. I could attack them and eat them.

Is that the dominant chain, or is the simpler “I’ve seen animals here before that I have eaten” or “I’ve seen animals I have eaten in a place that smelled/looked/sounded/felt like this” sufficient to explain the behavior?

Re: Language is not essential for the cognitive processes that underlie thought

#253
post #48

This is an important result. The actual paper [1] says that functional MRI (which is measuring which parts of the brain are active by sensing blood flow) indicates that different brain hardware is used for non-language and language functions. This has been suspected for years, but now there's an experimental result. What this tells us for AI is that we need something else besides LLMs. It's not clear what that someth…

We should look to the animals.

Higher order faculties aside, animals seem like us, just simpler.

The higher functioning ones appear to have this missing thing too. We can see it in action. Perhaps all of them do and it is just harder for us when the animal thinks very differently or maybe does not think as much, feeling more, for example.

----

Now, about that thing... and the controversy:

Given an organism, or machine for this discussion, is of sufficiently robust design and complexity that it can precisely differentiate itself from everything else, it is a being.

This thing we are missing is an emergent property, or artifact that can or maybe always does present when a state of being also presents.

We have not created a machine of this degree yet.

Mother nature has.

The reason for emergence is a being can differentiate sensory input as being from within, such as pain, or touch, and from without, such as light or motion.

Another way to express this is closed loop vs open loop.

A being is a closed loop system. It can experience cause and effect. It can be the cause. It can be the effect.

A lot comes from this closed loop.

There can be the concept of the self and it has real meaning due to the being knowing what is of itself or something, everything else.

This may be what forms consciousness. Consciousness may require a closed loop, and organism of sufficient complexity to be able to perceive itself.

That is the gist of it.

These systems we make are fantastic pieces. They can pattern match and identify relationships between the data given in amazing ways.

But they are open loop. They are not beings. They cannot determine what is part of them, what they even are,or anything really.

I am both consistently amazed and dismayed at what we can get LLM systems to do.

They are tantalizingly close!

We found a piece of how all this works and we are exploiting the cral out of it. Ok fine. Humans are really good at that.

But it will all taper off. There are real limits because we will eventually find the end goal will be to map out the whole problem space.

Who has tried computing that? It is basically all possible human thought. Not going to happen.

More is needed.

And that "more" can arrive at thoughts without having first seen a few bazillion to choose from.

Re: Language is not essential for the cognitive processes that underlie thought

#254
post #219

Earlier quoted context omitted.

> It's not clear to me that LLMs sufficiently scaled won't achieve superhuman performance on general cognitive tasks If "general cognitive tasks" means "I give you a prompt in some form, and you give me an incredible response of some form " (forms may differ or be the same) then it is hard to disagree with you. But if by "general cognitive task" you mean "all the cognitive things that human do", then it is really har…

Even in cognitive tasks expressed via language, something like a memory feels necessary. At which point it’s not a LLM as in a generic language model. It would become a language model conditioned on the memory state.

More than a memory.

Needs to be a closed loop, running on its own.

We get its attention, and it responds, or frankly if we did manage any sort of sentience, even a simulation of it, then the fact is it may not respond.

To me, that is the real test.

Re: Language is not essential for the cognitive processes that underlie thought

#255
post #48

This is an important result. The actual paper [1] says that functional MRI (which is measuring which parts of the brain are active by sensing blood flow) indicates that different brain hardware is used for non-language and language functions. This has been suspected for years, but now there's an experimental result. What this tells us for AI is that we need something else besides LLMs. It's not clear what that someth…

> What this tells us for AI is that we need something else besides LLMs

I am not convinced it follows. Sure LLMs don’t seem complete however there’s a lot of unspoken inference going on in LLMs that don’t map into a language directly already - the inner layers of the deep neural net that operates on abstract neurons.

Re: Language is not essential for the cognitive processes that underlie thought

#256
post #201
post #175

Earlier quoted context omitted.

It sounds like you think this research is wrong? (it claims llms can not reason) https://arstechnica.com/ai/2024/10/llms-cant-perform-genuine... or do you maybe think no logical reasoning is needed to do everything a human can do? Tho humans seem to be able to do logical reasoning

I’ll pop in with a friendly “that research is definitely wrong”. If they want to prove that LLMs can’t reason, shouldn’t they stringently define that word somewhere in their paper? As it stands, they’re proving something small (some of today’s LLMs have XYZ weaknesses) and claiming something big (humans have an ineffable calculator-soul). LLMs absolutely 100% can reason, if we take the dictionary definition; it’s tri…

Can they reason, or is the volume of training data sufficient for them to match relationships up to appropriate expressions?

Basically, if humans have had meaningful discussions about it, the product of their reasoning is there for the LLM, right?

Seems to me, the "how many R's are there in the word "strawberry" problem is very suggestive of the idea LLM systems cannot reason. If they could, the question is not difficult.

The fact is humans may never have actually discussed that topic in any meaningful way captured in the training data.

And because of that and how specific the question is, the LLM has no clear relationships to map into a response. It just does best case, whatever the math deemed best.

Seems plausible enough to support the opinion LLM'S cannot reason.

What we do know is LLMs can work with anything expressed in terms of relationships between words.

There is a ton of reasoning templates contained in that data.

Put another way:

Maybe LLM systems are poor at deduction, save for examples contained in the data. But there are a ton of examples!

So this is hard to notice.

Maybe LLM systems are fantastic at inference! And so those many examples get mapped to the prompt at hand very well.

And we do notice that and see it like real thinking, not just some horribly complex surface containing a bazillion relationships...

Re: Language is not essential for the cognitive processes that underlie thought

#257

I can think without language about all the things that I have experienced directly through some of my senses, but there is a huge number of things that I have never experienced directly and about which I can think only using language. I doubt that this is different for other people. I believe that those people who claim that they never think using language are never thinking about the abstract or remote things about…

> but there is a huge number of things that I have never experienced directly and about which I can think only using language.

This makes me think of the Tao Te Ching, which opens with (translation dependent, of course)

   The Tao that can be spoken is not the eternal Tao
   The name that can be named is not the eternal name

Re: Language is not essential for the cognitive processes that underlie thought

#258
post #108
post #48

This is an important result. The actual paper [1] says that functional MRI (which is measuring which parts of the brain are active by sensing blood flow) indicates that different brain hardware is used for non-language and language functions. This has been suspected for years, but now there's an experimental result. What this tells us for AI is that we need something else besides LLMs. It's not clear what that someth…

Lol, it’s insane how some people will track everything back to AI

Can't escape the hype.

Re: Language is not essential for the cognitive processes that underlie thought

#259

I’ve been hearing/reading about people who don’t have an inner monologue. Their experience of cognition is not verbally-based. https://www.cbc.ca/news/canada/saskatchewan/inner-monologue-...

As one of those people most of the time (communicating with other people is the main exception), I still find it astounding that it's hard for some people to understand.

Take riding a bike: I presume even people with an overactive inner monologue aren't constantly planning their actions (brakes, steering, turns) in words. Then just extend that out to most other stuff.

Re: Language is not essential for the cognitive processes that underlie thought

#260

Earlier quoted context omitted.

I think the data is way more important for the success of LLMs than the architecture although I do think there's something important in the GPT architecture in particular. See this talk for why: [1] Warning, watch out for waving hands: The way I see it is that cognition involves forming an abstract representation of the world and then reasoning about that representation. It seems obvious that non-human animals do thi…

> However, it also seems plausible that you could build an abstract representation of the world through studying a vast amount of human language and that'll be a good approximation of the real-world too and furthermore it seems possible that reasoning about that abstract representation can take place in the depths of the layers of a large transformer. While I agree this is possible, I don't see why you'd think it's l…

GP argument seems to be about "thinking" when restricted to knowledge through language, and "possible" is not the same as "likely" or "unlikely" — you are not really disagreeing, since either means "possible".
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