that's the same benchmark right with the same sort of the same training schedule and so on so there's not too much room to tune here you simply have to find a better architecture so these things are still sizably ahead of this and what it appears to me that these methods here that don't perform well they're they're simply crap it seems they're simply I don't I don't know but they might be trying out something or you know doing something researchy or whatnot but it seems like if you're well able to weed out the bad architectures you might be