learn and they kind of show you know with analysis methods like tease me that you see clustering according to classes you know it was kind of like on the edge where it showed some pretty exciting promise and it was you know a lot a lot stronger than potentially a super baseline but there were other still discriminative methods for like training models from scratch that were still matching it with like you know well-designed comment architectures or things like this so although this had be like a very exciting kind of oh it's a