A previous work by Rahman and Ng (2012) showed that two sources of world knowledge, including narrative chains (Chambers and Jurafsky, 2008) and page counts returned by a search engine, are useful for resolving Winograd schemas.
these two knowledge sources have their own weaknesses and need some heuristics to bridge the gap.