Dialogue Act Classification, Instance-Based Learning, and Higher Order Dialogue Structure

This paper explores instance-based learning methods for dialogue act classification on two corpora, MapTask and CallHome Spanish, and confirms and extends previous observations that the hierarchical dialogue structure encoded via the notion of Game is of primary importance for dialogue act recognition.