We believe that the difference in performance is not due to the attention mechanism being ineffective, but because Shen and Lee (2016) treat the classification of each utterance independently.
kalchbrenner and Blunsom (2013) take the sequential nature of dialog acts into account, and run an RNN across the conversation, which conditions the generation of a dialogue act on the dialogue acts and utterances in all the previous dialogue turns.