We develop a rich set of context-aware posterior constraints for sentence-level sentiment analysis by exploiting lexical and discourse knowledge.
we construct the lexical constraints by extracting sentiment-bearing patterns within sentences and construct the discourse-level constraints by extracting discourse relations that indicate sentiment coherence or sentiment changes both within and across sentences.