character level you're you're you know suddenly talk about sequences that are five times longer so you start having models that maybe handle hundreds of time steps and that starts you know abstractly meaning maybe you could have a model that could actually parse a paragraph or parse a page and you know it wasn't a lot better than Engram models in terms of its perplexities but it was very easy to sample from and this was kind of one of the first I think demos that people might have seen online of the language model back on