How model know the relation of co-reference for entits without any message in train_dataset?

I am puzzled : 

the entity mentions with the same description has been merged by the pooling operation before the prediction of the relationship, and the co-reference relation is about between the entity and its various ways of description : such as Apple and Apple Inc., right?

So how does the model know it if the data set has no such information?

 