Inspired by CVG (Socher et al., 2013), we differentiate the matrices for each non-terminal (or POS) label X rather than using shared parameters.
our model differs in that the parameters are untied on the basis of the left hand side of a rule, rather than the right hand side, because our model assigns a score discriminatively for each action with the left hand side label X unlike a generative model derived from PCFGs.