We find that in f joint (x ( j) ,t,d), f syn (x ( j) ,t,d) contains more than 3,000 non-zero features, whereas f pos (x ( j) ,t) only has less than 200 non-zero features on average.
the model is dominated by the syntactic features and the POS features would play a very limited role in determining the best joint result.