Another line of work in relation extraction performs reasoning on the paths (multi-hop reasoning on paths of length ≥ 1) connecting an entity pair (Lao et al., 2011; Lao et al., 2012; Gardner et al., 2013; Gardner et al., 2014;<cite> Neelakantan et al., 2015</cite>; Guu et al., 2015) .