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a person way of incorporating a variety mechanism into designs is by letting their parameters that affect interactions alongside the sequence be enter-dependent. functioning on byte-sized tokens, transformers scale improperly as every single token have to "show up at" to every other token leading to O(n2) scaling laws, Because of this, Transformer