numbers and you can see that on every single data data regime even if you train the deepest possible architecture for supervised based language is arrest in 200 you're able to improve by 1% in the top five or more than that 1.3 percent if it with with cell supervisory training and you can also see that the low data regime your your your top fire accuracies are so good that they are even better than methods that have used very very engineered semi-supervised pipelines which which we'll cover in a future lecture