thought okay can we use this audio channel to improve our our method and we are actually definitely getting improvement over audio and we are improving other self supervised method we're still not as good as something that is kind of trained with lots and lots of relevant semantic data but again the hope is that as we get to harder and harder data sets that semantic labels will be harder and harder to get and so the self supervised methods hopefully will get better okay and finally kind of a cool fun thing we