Instead of hard mapping of surface relations to latent embeddings, <cite>(Gardner et al., 2014 )</cite> perform a 'soft' mapping using <cite>vector space random walks</cite>. Although, like others, we too use an external corpus to augment the KB, the crucial difference in our approach is that apart from adding surface relations, we also add bridging entities that enable us to create new paths in the KB.