from Wikipedia and you have to predict you know given a question what the answer is from that paragraph and so for all of these data sets again this is a pretty broad suite of tasks you see multiple absolute percentage performance jumps from slotting in word vectors compared to randomly initialized components of the models that were used to predict the so you can always do random initialization kind of standard canonical thing and deep learning or you could use these pre trained vectors and so they really do seem to help in terms