As shown in , hierarchical phrase-based models significantly outperform tree-to-string models (Liu et al., 2006;Huang et al., 2006), even when attempts are made to alleviate parsing errors using either forest-based decoding  or forest-based rule extraction .
when properly used, syntactic constraints can provide invaluable benefits to improve translation quality.