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One technique of incorporating a range mechanism into models is by permitting their parameters that have an impact on interactions along the sequence be input-dependent. Operating on byte-sized tokens, transformers scale inadequately as each individual token will have to "attend" to each other token bringing about O(n2) scaling laws, as mamba pape