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This work adds to the Kathleen trunk a second memory layer -- a"notebook": a fixed-key holographic (HRR) associative store with a learned local write gate, a self-gating raw read, and write-triggered forgetting -- 25K parameters that attach to the logits of any trunk.
Four architectural additions that did not help, a computed lexicon reaching 94% of a learned table's top-1 accuracy at one fifth of the parameters, and a computed lexicon reaching 94% of a learned table's top-1 accuracy at one fifth of the parameters.
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