Before revision: Commonsense reasoning requires a model to make presumptions about world events via language understanding. Many methods couple pre-trained language models with knowledge graphs in order to combine the merits in language modeling and entity-based relational learning .
After revision: Commonsense reasoning requires a model to make presumptions about world events . Many prior methods couple language modeling with knowledge graphs in order to combine the merits in language modeling and entity-based relational learning .