These could be used for various forms of indirect or distant learning, where instances in a large corpus of such pairs are taken as (positive) training instances.
such instances are noisy -if a pair of entities participates in more than one relation, the found instance may not be an example of the intended relation -and so some filtering of the instances or resulting patterns may be needed.