As in Ex(1), the sentiments toward the agent and theme, the sentiment toward the gfbf event (positive or negative), and the polarity of the gfbf event (gf or bf) are all interdependent.
rather than having to take a pipeline approach, we are able to develop an optimization framework which exploits these interdependencies to jointly resolve the ambiguities.