Unfortunately, in our knowledge most of the current research treats sentiment classification as a traditional multi-classification task or an ordinal regression task, which regard the sentimental classes being independent to each other and each sentence is also independent to the adjacent sentences in the context.
they neglect the contextual information and the redundancy among sentiment classes.