Specifically, we model the problem as that of assigning each span s ∈ S, from an over-generated set of candidate argument spans S, to a semantic role r ∈ R. The set of semantic roles R includes the special null role ∅, which is used to represent non-overt arguments.
our algorithm performs the SRL task in one step for a single predicate frame.