Recent work that incorporated Dirichlet process (DP) nonparametric models into TSGs has provided an efficient solution to the problem of segmenting training data trees into elementary parse tree fragments to form the grammar (Cohn et al., 2009;<cite> Cohn and Blunsom, 2010</cite>; Post and Gildea, 2009) .