Figures 3a and 3b present a case that there are more than one opinion targets in a comment, which cannot be analyzed with sentence-level sentiment analysis methods properly.
it's a comparative sentence in which the reviewer has a positive sentiment on the first commented person, but a negative sentiment on the second person, and our model predicts both of them correctly.