Following popular approaches to learning feature weights in the machine translation community (Och and Ney, 2004;Chiang, 2005), we use the minimum error rate training (MERT) (Och, 2003) algorithm to learn the feature weights that directly optimize certain automatic evaluation metric.
the Z-MERT (Zaidan, 2009) implementation of the algorithm is used in this work.