Compared to the SENNA lexicon, our DBpedia lexicon is noisier but has broader coverage, which explains why when applying it using the same method as<cite> Collobert et al. (2011b)</cite> , it performs worse on CoNLL-2003 but better on OntoNotesa dataset containing many more obscure named entities.