(2018) used a sequence to sequence model (Sutskever et al., 2014) to generate an enhanced query for ARC which retrieves better supporting passages.
in general, all these approaches rely on annotated training data, and, some, on structured KBs, which are expensive to create (Jauhar et al., 2016).