Mean gate values in CoNLL when entities and non-entities are correct and incorrect. For entities, the average value of context gates remains the same irrespective of the predicted values. For both entities and non-entities, the word gate has a much higher value when the prediction is correct. The word identity itself is the major driver of performance.