have a smaller drop suggests that maybe this boils down to the test and it could be I mean what well so sorry what so what were you what are you suggesting can we just quit crossing it so this is actually really important this is really important the fact that you've already moved on from the fact that there's no adaptive overfitting is shocking look there's no adaptive overfitting we took this is rule one don't look at the holdout set more than once that's rule one we look at the holdout set fifty thousand trillion times at Google