This is also the reason why in Table  3, the performance of 3-way classification is significantly better than that of the two-step method using all the features.
we also find that when we only use lexical features (2∼10), the two methods have similar performance on Test set 2, but the two-step method has much better performance than the 3-way classifier method on Test set 1.