logoalt Hacker News

ainchtoday at 4:30 PM1 replyview on HN

Could you provide more detail? My understanding is that the neocortex is predominantly focused on forwards simulation, which seems distinct to how transformers operate.


Replies

koverstreettoday at 4:48 PM

That's fundamental to how anything that compresses/understands the world has to work, in the Kolmogeravian sense. That's why people denigrate LLMs as being just "next token predictors" - they're not wrong, but they're missing the point.

Because to do that kind of prediction out in the world you have to build up an accurate model of reality - a model that includes yourself! Which is why we and LLMs are self aware.

For the "how", it's been known for some time that LLMs operate on a Reimannian manifold - the semantic manifold - and that's a good place to start if you want to learn how they actually work; how a Reimannian manifold (plus some extra structure on top) can represent natural language in a form you can do work with is the part I find particularly beautiful. At a high level, the neocortex and LLMs appear to compute on the manifold in basically the same way - though a lot of the details are different; both are more sophisticated in some areas and less in others.

show 1 reply