model and without having to modify it or introduce new layers we could just fine-tune it with only a linear classifier in text typed on top and we could across-the-board do quite well and in many cases we were outperforming ensembles the same way that elmo is doing before and using basically the same unified architecture to perform quite a lot of different tasks and the glue benchmark had recently come out as like kind of a standard multi test benchmark and this is kind of one of the first major ones to bump up accuracy