(3) For entity recognition, we integrate the gazetteer with a simple, but effective machine learning classifier, and experimentally show that the extended gazetteers improve the F 1 score between 7% and 12% over our baseline approach and outperform <cite>(Zhang and Iria, 2009 )</cite> on all learned concepts (subject, location, temporal).