Other approaches, such as mean-pooling, can also be applied in this phrase, but we use cross-sentence max-pooling for the following reason: We consider that multiple occurrences of a feature do not supply much extra information in entity-pair-level relation extraction.
a discriminative signal that appears only once can also be sufficient for extracting a relation.