Lexicalized PCFGs use the structural features on the lexical head of phrasal node in a tree, and get significant improvements for parsing (Collins, 1997;Charniak, 1997;Collins, 1999;Charniak, 2000).
they suffer from the problem of fundamental sparseness of the lexical dependency information.