For dialog act tagging and subtask segmentation during dialog management, we need to predict incrementally since it would be unrealistic to wait for the entire dialog before decoding.
in order to train the dialog act (DA) and subtask segmentation classifiers, we use only static features from the current and left context as shown in Table 1.