More recently, some researchers started to explore the utterance-level structure for sentiment classification, such as modeling dialogues via a hierarchical RNN in both word level and utterance level (Cerisara et al., 2018) or keeping track of sentiment states of dialogue participants (Majumder et al., 2018).
none of these works can do dialogue-level satisfaction classification and utterance-level sentiment classification simultaneously.