Then, the dialogue act of current utterance can be formally defined as: ( ) denotes the dialogue act of the i th utterance ( ) and , denotes jth candidate dialogue act of the ith utterance ( ), given a dialogue including n utterances ( 1, ).
(Bahou et al., 2008) used utterances semantic labeling based on the frame grammar formalism.