a single technique of incorporating a variety mechanism into designs is by allowing their parameters that have an effect on interactions together the sequence be enter-dependent. running on byte-sized tokens, transformers scale badly as just about every token will have to "attend" to every other token resulting in O(n2) scaling rules, Due to this
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