they just train longer with more compute so as we mentioned before bird is only predicting like one of six tokens on average so that just means it's under train for the coolant amount of time and you can actually just keep training it longer with more GPUs and continue to see higher and higher performance and so I mentioned Roberta Bert was on the leaderboards everywhere well now about you know eight months later it's Roberta everywhere on the leaderboards and that's still true today largely except for a few like targeted things is I