The encoder operates over every (s t , e j ) ∈ S × E pair to create an encoded representation c t j of the action described by sentence s t , as applied to entity e j .
we can consider the overall action to be represented by |E| embeddings, one for each of the entities in E, encoding the action's effects on each.