just I think these these quadratic things are are uniquely I mean someone must have thought of this or if not like the YouTube channel it would be funny first paper ever to actually have to cite the YouTube channel but again yeah so transformers seem to be a good idea for these kinds of things so how do they do of course they do well they are on par where with these other much much much more complex architectures these faster our CNN models they are apparently much more complex but they are on par with this they do however train forever