Recently, Multiple Instance Learning (MIL) framework is adopted for performing documentlevel and sentence-level sentiment classification simultaneously while only using document-level sentiment annotations (Zhou et al., 2009;Wang and Wan, 2018).
these models are trained based on plain textual data which are in a much simpler form than our multi-turn dialogue structure.