For this purpose, we employ an RNNbased model to globally disambiguate the entities.
we use BiGRU and concatenate the forward and backward hidden state vectors as the new entity vector: Locally disambiguating encoder Another way to disambiguate an entity is by using only the direct neighbors of the entity, putting no importance value to entities that are far.