This repository compiles research surveys on information extraction tasks in NLP, covering five subtasks: entity extraction and linking, relation extraction, attribute extraction, attribute value extraction, and event extraction. Each subtask is reviewed from both academic and industrial perspectives. The work aims to assist researchers in the NLP and knowledge graph communities by providing a structured overview of the field’s current state.