As discussed in Section 3.1 and 3.2, accurate co-reference resolution is crucial to improving the accuracy of extraction, both in terms of recall and precision.
we identified two types of high-payoff coreference resolution: • definite noun phrase resolution, especially plural noun phrases • 3 rd person neutral pronouns "it" and "they."