Aralikatte et al. (2019) use knowledge bases in a slightly different way. They apply the neural coreference resolution system of Lee et al. (2018) in a reinforcement learning setting and reward it, the more valid relations can be extracted from it. A valid relation is evaluated against knowledge bases like Wikidata and Wikipedia.