sentence1: while each of these three sources of world knowledge has been shown to improve coreference resolution , the improvements were typically obtained by incorporating world knowledge ( as features ) into a baseline resolver composed of a rather weak coreference model .
sentence2: while world knowledge has been shown to improve learning-based coreference resolvers , the improvements were typically obtained by incorporating world knowledge into a fairly weak baseline resolver .