Yes of course it works on similarities, I havent disputed that. My point was that the transformations of the token vectors are a transfer of information, and that this transfer of information is not lost as things move out of the context length. That information may slowly decohere over time if it is not reinforced, but the model does not immediately forget things as they move out of context as you originally claimed.
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