... Statistical Machine Translation with Monolingual Collocation Zhanyi Liu1, Haifeng Wang2, Hua Wu2, Sheng Li1 1Harbin Institute of Technology, Harbin, China 2Baidu.com Inc., Beijing, China ... (LDC2005T10), as shown in Ta-ble 1. Using these corpora, we got three kinds of col-location models: CM-1: the training data is the additional mo-nolingual corpora; CM-2: the training data is either ... align-ments. In order to tune the interpolation coefficients in Eq. (5) and the weights of the probabilities in Eq. (11), we also manually labeled a develop-ment set including 100 sentence pairs, in...