The classification decision of the class of the target entity is mostly informed not by the whole sentence (or paragraph), rather it is a small and focused "predicate window" pointed to by the entity's head dependency.
most of the sentence is not only superfluous for the task, it actually lowers the accuracy of the model due to irrelevant input.