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one particular way of incorporating a selection mechanism into models is by permitting their parameters that have an effect on interactions together the sequence be input-dependent. working on byte-sized tokens, transformers scale improperly as each token should "go to" to every other token bringing about O(n2) scaling laws, as a result, Transform