So are other image transformations such as translation, rotation, removing color and so on.
to reduce computational overhead, we filtered out entity mentions which were greater than length 5 from the Ontonotes dataset (4 respectively for CoNLL), and contexts which were greater than length 59 or smaller than length 5 (40 and 3 respectively for CoNLL).