Being aware of which n-grams are important, CNN is able to ex-  The intuition behind our method is simple: Since CNNs essentially capture semantic features of ngrams, we can use important n-grams to initialize the filters.
the filters are able to focus on extracting those important n-gram features at the beginning of the training.