Our experiments are designed to study three research questions: (i) What is the impact of using path representations as a source of compositional regularization as in<cite> (Guu et al., 2015)</cite> versus using them as features for scoring as in PRUNED-PATHS and ALL-PATHS? (ii) What is the impact of using textual mentions for KB completion in different models?