not surprising but it's kind of the theoretical an analogue to what they show with the singular value distribution that it basically suppresses low singular values that means the data set is much more into a single direction the hidden representations sorry all right so this the theory part is you can you can read it if you if you want to it's yeah it's it's - the results are to be expected I would say from what they do and the last thing they give a pictorial example of why none fold mixup flattened representations so