ended up you know using that so that's how this kind of stuff happens ok so now we get into the empirical results and the empirical results in this case we're already sort of given in the previous paper but here they have these the analogical reasoning task where you can see that the negative sampling did outperform the others by quite a bit right here so the negative sampling approaches outperformed the hierarchical softmax and the noise contrastive estimation and in the previous paper they also compared with other baselines and saw that it