By requiring the new instance to be identical to a previously seen instance in order to classify it, the direct evidence method is unable to generalize from seen pairs to unseen pairs.
to improve the method, we need a more appropriate similarity metric that allows the classifier to get information from previously seen pairs which are relevant to but not identical to new unseen pairs.