Our named entity recognition module uses the HMM approach of Bikel, Schwartz, and Weischedel (1999), which learns from a tagged corpus of named entities.
our part-of-speech tagger, noun phrase identification module, and named entity recognition module are all based on HMMs and learn from corpora tagged with parts of speech, noun phrases, and named entities, respectively.