Comment by search_facility
14 hours ago
Since the times GPT-2 was reimplemented inside Minecraft - its quite obvious LLMs are just math. Nothing else, by nature. Modern LLMs have the same math as in GPT-2 - just bigger and with extra stuff around - and math is the only area of human knowledge with perfect flawless reductionism, straight to the roots. It was build that way since the beginning, so philosophy have no say in this :) And because of that flawless reductionism, complexity adds nothings to the nature of math things, this is how math working by design - so it can be proven there are no anything like consciousness simply because conciousness was not implented in the first place, only perfect mimicry.
And the real secret is in the data, not math. Math (and LLMs running it through billions of weights) is just a tool.
This is such a weird comment.
> Since the times GPT-2 was reimplemented inside Minecraft - its quite obvious LLMs are just math.
This was obvious since LLMs were first invented. They published papers with all the details, you don't need to see something implemented in Minecraft to realize that it's just math. You could simply read the paper or the code and know for certain. [0]
> math is the only area of human knowledge with perfect flawless reductionism, straight to the roots
Incorrect, Kurt Gödel showed with his Incompleteness Theorems in 1931 [1] that it is impossible to find a complete and consistent set of axioms for mathematics. Math is not perfectly reducible and there is no single set of "roots" for math.
> It was build [sic] that way since the beginning,
This is a serious misunderstanding of what mathematics is. Math is discovered as much as it is built. No one sat down and planned out what we understand as modern mathematics - the math we know is the result of endless amounts of logical reasoning and exploration, from geometric proofs to calculus to linear algebra to everything else that encompasses modern mathematics.
> And because of that flawless reductionism, complexity adds nothings to the nature of math things, this is how math working by design
This sentence means nothing, because math is not reducible in that way.
> so it can be proven there are no anything like consciousness simply because conciousness [sic] was not implented [sic] in the first place, only perfect mimicry.
Even if the previous sentence held, this does not follow, because while we are conscious the current consensus is that LLMs are not and most AI experts who are not actively selling a product recognize that LLMs will not lead to human-equivalent general intelligence. [3]
[0] https://github.com/openai/gpt-2
[1] https://en.wikipedia.org/wiki/G%C3%B6del's_incompleteness_th...
[2] https://www.cambridge.org/core/journals/think/article/mathem...
[3] https://deepmind.google/research/publications/231971/
Math used in LLMs is perfectly reducible and Gödel have nothing to do with it - inside commonly used axioms (which sufficient for LLM to exist and outside of Kurt Gödel scope) there are ZERO questions/uncertainties how it works, it's just a fact :)
We are not fundamentally different. Chemical reactions are just math.
> Chemical reactions are just math.
No, it is quantum mechanics. Physical world is not reducible to math, it has been long proven since early 20th century.
Well, (in our current understanding) yes, but there may be underlying aspects of physics and the universe that we do not understand that could be the reason consciousness kicks in. It could turn out that LLMs do work similarly to how humans think, but as an abstracted system it does not have the low level requirements for consciousness.
We do not know what the "low level requirements for consciousness" are.
We do not know how to measure whether consciousness is present in an entity - even other humans - or whether it is just mimicry, nor whether there is a distinction between the two.
> it does not have the low level requirements for consciousness.
What is the evidence for this?
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"The universe is fundamentally just a complicated clockwork"
Unknown Ptolemy disciple
Amusing statement since we are far from being able to understand chemical reactions in depth. Most of our knowledge in chemistry is empirical. Nothing like math.
We have a very good idea of all math behind chemistry. But the equations are very difficult to solve.
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No, math is a tool that we can use to describe something more fundamental. Don't mistake the map for the territory!
Yup- the question is "can math be conscious?"
(If you've engaged w/ the literature here, it's quite hard to give a confident "yes". it's also quite hard to give a confident "no"! so then what the heck do we do)
Not just any math: Matrix multiplication. Can matrix multiplication be conscious?
And, I don't see how it can be. It is deterministic, when all variables are controlled. You can repeat the output over and over, if you start it with the same seed, same prompt, and same hardware operating in a way that doesn't introduce randomness. At commercial scale, this is difficult, as the floating point math on GPUs/TPUs when running large batches is non-deterministic, as I understand it. But, in a controlled lab, you can make a model repeat itself identically. Unless the random number generator is "conscious", I don't see a place to fit consciousness into our understanding of LLMs.
People often point to the relative simplicity of the architecture and code as proof that the system can’t be doing whatever it is that consciousness does, but in doing so they ignore the vast size of the data those simple structures are operating over. Nobody can actually say whether consciousness is just emergent behaviour of a sufficiently complex system, and knowing how a system is built tells you nothing about whether it clears the bar for that kind of emergence. Architectural simplicity and total system complexity aren’t the same thing.
Ie the intelligence sits in the weights and may sit there in the synapses in our brains too.
When we talk about machines being simple mimicking entities we pay no attention to whether or not we are also simple mimicking entities.
Most other assertions in this topic regarding what consciousness truly is tend to be stated without evidence and exceedingly anthropocentric whilst requiring a higher and higher bar for anything that is not human and no justification for what human intelligence really entails.
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> Not just any math: Matrix multiplication. Can matrix multiplication be conscious? And, I don't see how it can be.
Assuming your brain and the GPUs are both real physical things, where’s the magic part in your brain that makes you conscious?
(Roger Penrose knows, but no one believes him.)
> And, I don't see how it can be. It is deterministic
Why is indeterminism the key to consciousness?
Hm, it sounds like to you consciousness implies non-determinism, and so determinism implies a lack of consciousness - is that right? If so, why do you think so? And if not, what am I missing?
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Human brains are also deterministic, though somewhat more difficult to reset to a starting state. So this seems to prove that humans aren't conscious either.
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Imho no, math itself have no conciousness. Quite confidently its a helpful tool that does not act by himself.
Hm, say more about what your opinion's based on here?
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The whole is composed of parts, ergo there is no whole. This seems incorrect to me.
We too are amalgamations of inanimate components - emerged superstructures.
Just cells. Just molecules. Just atoms.
You could simulate your own brain in Minecraft. What do you conclude from this?
I can not simulate my brain, it's a huge stretch to imply this.
But with LLMs - anyone can simulate LLM. LLM can be simulated without any uncertainties in pen and paper and a lot of time. Does it mean that 100 tons of paper plus 100 years of time (numbers are just examples) calculating long formulae makes this pile of paper consiousness? Imho answer is definitive no.
I don’t think anyone is arguing the silicon is conscious.
Similarly the paper.
What about the agent doing the calculations.
He may be conscious. Or anyway, we can’t rule it out.