Table 11: Evaluation results of various n-gram models for the second step of two-step classification framework: gold standard test set experiments It is evident from the results obtained through different experimental setups that temporal classifier, in general, performs remarkably well while we deal only with two classes, namely temporal and atemporal.
results are not up to the mark while we attempt to perform classification with all the five classes (four temporal and one atemporal classes).