As shown in Table 3, adding the predictive classbased model trained on the ar webnews data set leads to small improvements in dev and nist06 scores but causes the test score to decrease.
adding the class-based model trained on the ar gigaword data set to the other class-based and the word-based model results in further improvement of the dev score, but also in large improvements of the test and nist06 scores.