Much work that followed improved upon this strategy, by improving the features (Ng and Cardie, 2002b) , the type of classifier<cite> (Denis and Baldridge, 2007)</cite> , and changing mention links to be to the most likely antecedent rather than the most recent positively labeled antecedent (Ng and Cardie, 2002b) .