Input: The result of morphological analysis:   Most previous research uses the speech act of previous utterance as context feature (CF1 in Use speech acts that pop in discourse stack and Sub-dialogue End (SE) else Use speech acts of previous utterance and Dialogue Continue (DC) End information for speech acts analysis [1].
this annotated dialogue corpus has 17 types of speech acts.