Before revision:  Then we introduce a graph-aware Transformer encoder to learn graph's semantic and emotional representations , which are the prerequisites of the emotion identifier to predicate the target emotion signal .
After revision:  Then we introduce a multi-type knowledge-aware context encoder to learn graph's semantic and emotional representations , which are the prerequisites of the emotion identifier to predicate the target emotion signal .