The main reason is that the datasets only contain a small portion of multi-aspect sentences with different polarities. The distraction of attention will not impact the sentiment prediction much in single-aspect sentences or multi-aspect sentences with the same polarities. 
 Question: Is the model evaluated against the baseline also on single-aspect sentences?
No