Candidate entities: Since we are interested in named entities, we select single words or phrases as candidate entities based on their corresponding part-of-speech (POS) tags.
we choose the following POS tags as entity indicators -NNP (proper noun), NNPS (plural proper noun), and CD (cardinal number).