Most previous studies on NER focus on a certain set of predefined NER types, such as organization, location, person, date, and so on, where a certain amount of labeled data is provided to train the models.
different applications require particular entity types, such as "Brand" and "Product" in Ecommerce domain, and "Company" for finance industry.