After getting some experience with this I noticed that I had developed a talking on/off button in my head. I could just simply turn it on and start talking. I could generate words that sounded good together and fit the purpose of the moment. But They just seemed to come from a different place in my brain than my conscious mind. Because that was not involved in this process at all. The only job my mind had was to turn the button off again at the right moment, for the rest it was free to think whatever it wanted.
(I transferred back to development a couple of years later.)
Agreed. However, I think it's somewhat accepted view that the bulk of work constituting reasoning happens subconsciously, with the conscious mind playing the role of a censor/gatekeeper, and occasionally handholding during when reasoning through tougher problems.
I think we can all agree that these LLMs are surprisingly good at generating text that is often coherent but I don't see how you can discard all those extra inputs and claim you have the same process.
The abstract terms we think about are concepts, and we think about multiple concepts, at various levels of abstraction, and their relationships to each other, before getting a sense of what we want to say or write.
Only then do we begin speaking or writing, grouping concepts into paragraphs, breaking them down into sentences and words.
And there's evidence that LLMs do something similar, creating embeddings for both big ideas and small details, modeling how the small details combine into larger concepts, discovering the relationships between concepts, and only then generating a probabilistic sequence of tokens to express those deeper concepts.
For example asking GPT what would be a reasonable way to stack a list of arbitrary objects on top of each other.
Having learned another language, the moment you start to feel “fluent” is when you start speaking first in the 2nd language and aren’t using your first language as an intermediate step to translate to your 2nd language.
To go even more meta, there is an analogy I'm trying to make right now in which I am visualizing a road and thinking about how describing the road relates to the process of writing. In my mind's eye, I can see the full length of the road and all of its contours but I can't actually describe the individual stretches of the road coherently without enumerating them. Something similar happens with writing. I can visualize what I want to say far beyond the next word, but it's true that the actual process of writing goes word to word, much like how the process of token selection is described for an LLM. The question is whether the LLM has an analogous conception of where it is going. Going back to the process above, sometimes I know where I am going and haven't yet figured out how to articulate it yet. It is through the process of writing that I am able to articulate that thought. But the thought preceded my articulation of it. I don't know to what extent LLMs have coherent thoughts that they are articulating or if that even makes sense for the type of intelligence they project. My suspicion is that they don't have additional sensory inputs beyond language that give thoughts the immaterial shape that then is expressed in language. Without that, I am skeptical that they will truly get beyond regurgitating and/or remixing what has already been fed to them textually. That doesn't diminish how amazing they are, but I am somewhat more in the Brooks/Knuth camp that they are impressive and surprising, but there is something that ultimately leaves me a bit cold about them.
Not to trivialise the interesting point you’re making, but do you never write with an outline? Write bullets for the big points you want to touch, then go back and flesh out the details?
> The free energy principle is based on the Bayesian idea of the brain as an “inference engine.” Under the free energy principle, systems pursue paths of least surprise, or equivalently, minimize the difference between predictions based on their model of the world and their sense and associated perception.
I read the book Kingdom of Speech a few years ago and that also left me with the perspective that perhaps language has a lot more to do with how we think and perceive the world than most people like to admit. The book has been heavily criticized but I believe it made an interesting point about language.
It's also quite interesting how foundation models and fine tuning appear analogous to being born with a brain that already has six million years' worth of weights in it (trained implicitly through random changes and natural selection), which are then adapted over the course of a lifetime when environment relevant data is gradually obtained.
This is just woo woo nonsense. Until someone can find an explanation that makes more sense than "natural selection slowly gave apes the ability to think abstractly and they started thinking about themselves", I won't believe in any kind of free will, and now the meta is reaching the point where we create entirely new brains out of silicon.
"They just repeat stuff!"
So do we
You also seem to think that questioning the veracity of your position is engaging in magical thinking. How could I possibly 'enlighten' you if you are sure of being right?
It doesn't matter if I point out that physics hasn't been able to prove materialism. Where is the fundamental particle? Why can't we determine even through which slit did a quantum of light travel? The Copenhagen interpretation of quantum physics appears to directly contradict your claims of hard determinism being the only valid explanation of reality. But I must be wrong about that. Since clearly you have seen reality for what it is, and I have failed to do so.
Then again, we cannot escape this situation seeing as it is determined.
> The Copenhagen interpretation of quantum physics appears to directly contradict your claims of hard determinism being the only valid explanation of reality
OK, fundamental physics might not follow hard determinism (or not in a way that we currently understand), but please, indeterminism says nothing about free will, human thoughts, or anything related to that. If you want to say the human brain follows the same physics rules as everything else in the universe, and that this implies some indeterminism, sure. That's almost certainly correct. But where do thoughts arise from that?
If you sprinkle randomness on the process, I'll agree with you; but nothing in physics even suggests ANY link between indeterminism, superposition, etc. and thought. So my point still stands: free will as we usually envision it has no reason to exist. The fact that particles can be in two states at once does NOT contradict this.
So at this point the burden is on free will proponents to offer a plausible explanation for it. Without resorting to dualism, which is great for religious people but not scientifically useful.
We’ve kind of made the world a bit boring and deterministic, places where almost perfect is knowledge is obtainable and so everything feels more and more predictable.
Your day probably consists of using Google, talking on platforms that don’t change much, solving already solved coding problems and communicating with others about office politics problems that we’ve all spoke about over and over again. We literally are just chatbots in this world.
What about people who think verbally and don't have a "mind's eye"? In that case, thoughts and their encoding might be closer to 1:1.
I find hard to conceive of people who can think only in terms of language.