Beyond language modeling, methods for PCFG induction from treebanks have been a popular topic in the field over the past decade, and some understanding of the impact of flattening trees can be had in <cite>Johnson (1998)</cite> , where the beneficial impact of various tree transformations for probabilistic grammars is presented.