What kind of reasoning did we use to disambiguate this sentence?  We are just using commonsense patterns about objects, their properties, and the links between them.  But it is all probabilistic.  If we had an appropriate probabilistic relational knowledge base, perhaps we could use web of influence reasoning to reach similar conclusions.