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monks-cat t1_jefqotb wrote

Context radically changes the "distance" between concepts. So in your example isotropy isn't necessarily a desired property of a LLM. In poetry, for example, we combine two concepts that would seemingly be very far apart in the original space but should be mapped rather closely in the embedding.

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The problem I see with this whole idea though is that a "concept" doesn't inherently seem to be represented by list of features. Two concepts interacting aren't necessarily the intersection of their features.

I'll try to see if I can come up with concrete examples in language.

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FermiAnyon t1_jegh3hd wrote

In this case, I'm using a fuzzy word "concept" to refer to anything that's differentiable from another thing. That includes things like context and semantics and whether a word is polysemantic and even whether things fit a rhyme scheme. Basically anything observable.

But again, I'm shooting from the hip

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