All the results congruently suggest that affective terms with informative sentiment representation can effectively and consistently contribute to model enhancement across different datasets, including both short sentences and long paragraphs, of which the later is more significant.
highlighting the affective terms relevant to sentiment could further improve the attention mechanism.