that their method they be a B y ou L is much more resistant to like changes in hyper parameters so here you can see that it falls off much later when you reduce the batch size which makes sense right because seem clear is one of these methods that uses negative samples and for negative samples it uses the other samples in the mini batch now if you have less samples in the mini batch that means you have a less representative distribution of your entire data set as negative samples and therefore if you increase as decrease the mini batch then