We found that each enhancement (word clusters, coreference reranking, relation reranking) produced an improvement in F score for each folder, allowing us to reject the hypothesis that these improvements were random at a 95% confidence level.
it leads to a very large feature space and makes it difficult to select linguistically appropriate features for particular analysis tasks.