tasks and they also evaluate on genomics tasks so we'll go through this paper a bit look a bit at the proof because they give a theoretical kind of guarantee that their random attention mechanism can still be touring complete and can still achieve the same things as a full attention mechanism but we'll also look at the drawbacks i sort of have mixed feelings about this paper and i think i'll voice my concerns as we go through here but first let's look at the paper let's look at the architecture and i think this is actually a pretty