Conditional Random Fields (Lafferty et al., 2001) (CRFs) are popular models for many NLP tasks.
the linear chain CRFs explore local structure information for sequence labeling tasks, such as part-of-speech (POS) tagging, named entity recognition (NER), and shallow parsing.