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.
the effectiveness for noun events was improved quite meaningfully when the feature space was reduced significantly.