The document discusses entity linking, which is the task of linking entity mentions in text to corresponding entries in a knowledge base. It presents challenges like name variations and ambiguity. The paper then surveys main approaches to entity linking and discusses applications like knowledge base population and question answering. It also covers evaluation of entity linking systems and directions for future work.