The main contributions of the paper are: • Exhaustive experimental evaluation on dialog act datasets, outperforming state-of-theart deep CNN<cite> (Lee and Dernoncourt, 2016)</cite> and RNN variants (Khanpour et al., 2016; Ortega and Vu, 2017 ).