While [Berant and Liang, 2014] is suited for factoid questions with a modest amount of compositionality,<cite> [Wang et al., 2015]</cite> targets more complicated questions. Both of these paraphrase-driven QA systems differ from our work as their scoring relies on hand-crafted features.