Because not-a-relation is a background or default relation type in the relation classification task, and because it has rather high variation when manifested in natural language, we have found it difficult to obtain a distance metric W that allows the not-a-relation samples to form clusters naturally using transductive inference.
we introduce the first clause to assign the not-a-relation label to a sample when there is no strong evidence for any of the positive relation types.