Experiment results showed that our pre-ordering rule set improved the BLEU score on the NIST 2006 evaluation data by 1.61. Moreover, this rule set substantially decreased the total times of rule application about 60%, compared with a constituent-based approach<cite> (Wang et al., 2007)</cite> .