promotoras it so much but you just probe it you know you can compute some conditional probabilities from it you start to see progress being made on you know some potentially quite far afield task the final point to make your to is self attention and transformers really seem to help a lot here where as we did the same exact model or you know it's equivalent size and similar compute with an LS TM and we were seeing that especially on the zero shot tasks sometimes it could do relatively well but on some of them especially ones that