using the generative model off the shelf there's no discernible it's not exploiting statistic you know spurious correlations here because it doesn't see any labels it's just fitting a threshold of what it already thinks is the right ending versus wrong I'm being you know another quick inner loop of scaling so these kind of all are happening Nestle together and I think this gives kind of a sense of how you know research feels often involved where you see these different authors and different people pushing down different