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Thanks, that's a useful way to think about it.

Presumably the internal state at any given token position must also be encoding information specific to that position, as well as this evolving/current memory... So, can this be seen in the internal embeddings - are they composed of a position-dependent part that changes a lot between positions, and an evolving memory part that is largely similar between positions only changing slowly?

Are there any papers or talks discussing this ?



I don't remember any paper looking at this specific question (thought it might be out there), but in general Anthropic's circuit threads series of article is very good on the broader subject: https://transformer-circuits.pub




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