NER methods (typically trained on longer texts, such as news articles), have been shown to perform poorly on shorter and noisier social media content (Ritter et al., 2011).
recent Twitter NER work (Ritter et al., 2011;Liu et al., 2011;Derczynski et al., 2015) has focused on improving the state-ofthe-art, through new methods.