The incremental improvements also show that each Web feature type brings in some additional benefit over the information already present in the Reconcile baseline, which includes alias, animacy, named entity, and WordNet  Table 3: Primary test results on the ACE04, ACE05, and ACE05-ALL datasets.
as a real example from our development set, the cooccurrence count c 12 for the headword pair (leader, president) is 11383, while it is only 95 for the headword pair (voter, president); after normalization and log 10 , the values are -10.9 and -12.0, respectively.