In the first example, the model originally (incorrectly) assumes that "Toronto" refers to the city, tagging it as a GPE.
after resolving the semantic role -determining that "Toronto" is the thing getting "smoked" (ARG1) -the entity-typing decision is revised in favor of ORG (i.e.