Performance of the Random-reduced classifier is also better than Unfiltered, with the overall improvement largely resulting from increased recall, but below PRA-reduced.
this assumption is violated when the knowledge base is incomplete which can lead to sentences containing instances of relations being wrongly annotated as negative examples.