going to go into the explanation of of basically predicting the words that are missing and they're it's easy to handle the uncertainty in the prediction because at the output you have a big softmax that gives you a probability distribution over all words your dictionary so here I don't have the issue that you have with editing video where it's a high dimensional continuous space it's easy to handle uncertainty in discrete space which is why it works well in this case so you train the system to do reconstruction on tons of