Syntax-based pre-ordering by employing constituent parsing have demonstrated effectiveness in many language pairs, such as English-French (Xia and McCord, 2004) , German-English (Collins et al., 2005) , Chinese-English <cite>(Wang et al., 2007</cite>; Zhang et al., 2008) , and English-Japanese (Lee et al., 2010) .