The new mechanism beyond Huang and Sagae (2010) is the non-trivial dynamic programming treatment of unary actions (un x and st), which is not found in dependency parsing.
experiments on both english and Chinese treebanks show that our DP parser outperforms almost all other parsers except of Carreras et al.