In (She and Chai, 2016), instead of one hypothesis, it maintains a specific-to-general hypothesis space as shown in Figure 2 to capture all goal hypotheses of a particular verb frame.
it assumes that one verb frame may lead to different outcomes under different environments, where each possible outcome is represented by one node in the hierarchical graph and each node is a conjunction of multiple atomic fluents.