We consider PropBank-style (Palmer et al., 2005) semantic role structures, or more specifi- cally their dependency versions (Surdeanu et al., 2008).
there are three possible directions (dir(u, v) ∈ {in, out, loop}): self-loop edges were added in order to ensure that the initial representation of node h v directly affects its new representation h v .