For example, it is difficult to distinguish true semantic similarity (e.g., "cows" -"cattle") from mere associational relatedness (e.g., "cows" -"milk") based on cooccurrence statistics.
coreference chains should be able to make that distinction since only "cows" and "cattle" can occur in the same coreference chain, not "cows" and "milk".