Although the taxonomy of function words are learned in the grammar training process, the grammar is trained on the Treebank in supervised manner.
this work is not directly relevant with unsupervised grammar induction literature (Headden III et al., 2009;Berant et al., 2007;Mareček andŽabokrtskỳ, 2014).