Dialogue act classification is the task of classifying an utterance with respect to the fuction it serves in a dialogue, i.e. the act the speaker is performing. Dialogue acts are a type of speech acts (for Speech Act Theory, see Austin (1975) and Searle (1969)).
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Dialogue Act recognition associate dialogue acts (i. e., semantic labels) to utterances in a conversation.
#2 best model for Dialogue Act Classification on Switchboard corpus