Such paths are not only useful for link prediction (Lao et al., 2011; <cite>Gardner et al., 2014)</cite> , but also for finding explanations for direct links and help with targeted information extraction to fill in incomplete knowledge repositories (Yin et al., 2018; Zhou and Nastase, 2018) .