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by Marshferm 212 days ago
These are not approximations, they are arbitrary simulations that have nothing to do with observation.

They’re irrelevant in terms of any idea of intelligence as intel is built upon topologies.

Intelligence is tied to development where functional outcomes are by genetic tinkering with environments for flexibility. These gaslighted trivial models are function aimed, so they have zero ability to even mimic what intel is.

Face it this is a massive washout. It has no ambition. It lacks even a weak definition of the models name “spatial intelligence” and it lacks one because there is no such thing.

Fundamentally world models do not exist and are oxymoronic.

1 comments

Neural nets and LLMs were created based on neuroscience research. Ultimately they are approximations of how parts of the human brain works.

The real concern of having no biomechanical skin in the game is lacking sensory input that could ground it within our reality. All input into LLMs are based on digital output of human labor, which are ultimately symbolic representations filtered through our brain and its ideas of reality. However, this may not be too different from how our real human brains work.

There has been a philosophical dilemma over how real consciousness can be as if it is imagined by our brains since our brains provide convincing hallucination of what seems like real sensory input or even free will. That is to say that humans at a philosophical level live in their brains interpreting a fragment of reality based upon how it interprets sensory input.

Now the LLM as a brain cuts out an entire step of agentic sensory input and they exist wholly as the result of our ideas.

They have no functional or processual relationship to brains, there are scores of papers making light of this. There are no valid parallels between AI and brains.

There were never approximations merely false models.

The field is trapped in bad definitions and decisions

https://pubmed.ncbi.nlm.nih.gov/37863713/

The keyword of that study is consciousness, which I'd consider a separate goal than an "intelligence". LLM proponents are aware that their architecture lacks many parts of what constitutes a complete brain, and there's other AI researchers who disagree that LLMs will lead to either AGI or consciousness. I largely consider these tangential to the topic. A neural net simulation of a virtual reality does not need consciousness as it has to model the consequences of agentic actions.
It’s not a keyword, it’s the seat of intelligence. What coders don’t grasp is nothing g related to symbols metaphors words language manifests as consciousness and or intel. Your field is a wash.

“We refute (based on empirical evidence) claims that humans use linguistic representations to think.” Ev Fedorenko Language Lab MIT

When I look up that quote, it leads back to Hacker News comments. It is also a strange way to make a citation. You make blanket statements that are easily argued against, and now you respond with this nonsense. I accuse you of being an LLM bot.
Take great offense at being called a bot, especially considering any glance can spot my numerous typos. And the weakness of your search capability: that quote is from a discussion of Ev’s following the pub of this paper

https://pmc.ncbi.nlm.nih.gov/articles/PMC4874898/

And btw, that’s not a blanket statement that’s an empirical statement that wipes away quite a bit of LLM relevance. I’d say it destroys the approach.

Do the research. And an apology is in good order.