Among these approaches, the Constituent Context Model (CCM) (Klein and Manning, 2002;Klein, 2005) is a simple but effective generative model for unsupervised constituency grammar induction.
the sequences (the contents enclosed by spans) and contexts (the preceding and following words) are directly modelled in CCM.