These include Hierarchical models (Chiang, 2007) and syntax based models (Yamada and Knight, 2002;Galley et al., 2006;Liu et al., 2006;Zollmann and Venugopal, 2006).
we use machine aligned data in addition to manually aligned data for training the TSP model as it leads to better performance.