For generative approaches, typical statistical models includes Hidden Markov Model (HMM) (Chen et al., 2014), Hierarchical Dirichlet Process (HDP) (Goldwater et al., 2009) and Nested Pitman-Yor Process (NPY) (Mochihashi et al., 2009).
none of them can be easily extended into a neural model.