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This looks like a very interesting paper that takes the rare approach of actually trying to understand what all the cool new language models are doing at a fundamental level.

Does anyone with more knowledge of the relevant mathematics (group theory and so on) care to chime in?

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This paper is a very good advertisement for Krohn-Rhodes theory, which shows how automata decompose into simpler automata. I think it's a somewhat obscure topic within math (among people who aren't semigroup theorists), so I was happy to be exposed to it.

It's a bit shocking that they got Transformers to actually learn the theoretical low depth algorithms for simulating automata, but looking closer at their results we can see that the parts that I would intuitively think are hard to learn (i.e. learning parity) are fairly brittle.

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