probability of arbitrary strings because they might normalize them in various ways got it thank you yep so the next step is kind of going to multi-layer ellis TMS and also introducing the LS TM again even though it came out in 2000 and kind of gotten realized primarily by you know one of the major people that we popularized it was Alex greys and kind of 2013 ish so this is gonna character level model except we now have a gated RNN which uses kind of these multiplicative gates and more complicated transition dynamics to