:  Figure 1 can be obtained from various sources such as dictionaries, gazetteers, rule-based systems (Strötgen and Gertz, 2010), statistically trained classifiers (Ratinov and Roth, 2009), or some web resources such as Wikipedia (Ratinov et al., 2011).
in practice, outputs from existing mention identification and typing systems can be far from ideal.