functionality behaviors we might want in a natural image processing so then the next major step came in 2017 2018 with the introduction of the transformer based architecture we'll talk a little bit about that later if that's appropriate but its handles long term dependencies much better through self intention mechanisms and then you start to see potentially multiple sentences that kind of flow together and then the final one here is GPT - which can kind of take potentially a pretty low probability or difficult to understand