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Comment by tyre

There is some evidence from Anthropic that LLMs do model the world. This paper[0] tracing their "thought" is fascinating. Basically an LLM translating across languages will "light up" (to use a rough fMRI equivalent) for the same concepts (e.g. bigness) across languages.

It does have clusters of parameters that correlate with concepts, not just randomly "after X word tends to have Y word." Otherwise you would expect all of Chinese to be grouped in one place, all of French in another, all of English in another. This is empirically not the case.

I don't know whether to understand knowledge you have to have a model of the world, but at least as far as language, LLMs very much do seem to have modeling.

[0]: https://www.anthropic.com/research/tracing-thoughts-language...

parent tyre 1 year ago

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