While its raw application to language modeling did not achieve clear improvement over the word-based models (Mikolov et al., 2012), this approach shown impressive results for text generation (Sutskever et al., 2011;Graves, 2013).
all the models are implemented 4 with the Theano library (Bergstra et al., 2010).