How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction

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Knowledge Triples

Source Entity	Relationship	Target Entity
Attention Mechanism Method	appliesTo	Bag Level Relation Extraction Task
Entity Mention Features Material	usedIn	Bag Level Relation Extraction Task
Knowledge Graph Material	enhances	Attention Mechanism Method
Noise Distribution Patterns Material	influences	Attention Mechanism Method
Weakly Supervised Methods Method	appliesTo	Bag Level Relation Extraction Task