question answering for instance if you have a if you have the question after the context you can't update the representations of the context you know in a left-right Auto regressive model after you've seen the question because they're mass then they're hidden from it so the model isn't doing any you know right context dependent processing but in bird it can actually you know bidirectionally attend and quickly passed information forward and backward and this is just what you see if anyone who actually does like