<cite>Rutherford and Xue (2015)</cite> explore several selection heuristics for adding automatically-labeled examples from Gigaword to their system for implicit relation detection, obtaining a 2% improvement in Macro-F 1 . Our work differs from these previous efforts in that we focus exclusively on training from automaticallylabeled explicit instances, rather than supplementing a training set of manually-labeled implicit examples.