We explore two different strategies: (1) a training-time data augmentation technique (<cite>Zhao et al., 2018a</cite>) , where we augment the corpus for training the coreference system with its genderswapped variant (female entities are swapped to male entities and vice versa) and, afterwards, retrain the coreference system; and (2)