For example, lexical resources such as lists of names, locations, abbreviations and stop words were used (Daumé III and Marcu, 2005), and a full parser output was used in (Zhang et al., 2001).
semi-PER and semi-Boost only consider features that appeared in correct ones and incorrectly recognized ones.