The validation and the test sets are the same in both steps in terms of the sentence instances, but different in label annotation.
we create four datasets by (i) selecting one of the four categories as the new NE category to be recognized in the subsequent step; and (ii) substituting the labels of such category with O (not an entity) in D train S , D valid S and D test S .