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CoT Mechanisms: Causal Explanation or Hidden Mathematical Processes

I wonder how much the CoT actually describes a causal mechanism and how much is essentially LARPing to cover something much weirder happening under the covers. e.g. Is there a vector that is essentially doing some pixel distribution math that no human would think of doing?

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