advantage of the number of negatives and the final version is the mokele illusion where you basically use a momentum encoder and then you use that for in queueing and D queuing and you use the you don't actually back prop to it and you only back for up to your queries and you have a lot of you you get the best of using you know just a regular end-to-end version but you also make sure that you can afford a large batch size effectively so here's the local plot where the number of negatives basically is increased over time like is