In fact, even when the SVM uses lexical as well as non-lexical features, its F1-score is still lower than the HGM classifier.
with the hierarchical SVM and rulebased DGM methods, the HGM method identifies decision-related utterances by exploiting not just DDAs but also direct dependencies between decision regions and UTT, DA, and PROS features.