Our experimental results show that the proposed method is significantly effective in reducing the feature space compared to the wellknown feature selection methods, and yet the overall effectiveness is similar to or sometimes better than a state-of-the-art approach depending on the PoS of the events.
it refers to the dependent words and their hypernyms in MODifier relation (amod, advmod, partmod, tmod and so on).