The extracted named entities can benefit various subsequent NLP tasks, including syntactic parsing (Koo and Collins, 2010), question answering (Krishnamurthy and Mitchell, 2015) and relation extraction (Lao and Cohen, 2010).
accurately recognizing representative entities in natural language remains challenging.