code: def named_entity_labels(self):
          
          if not self.is_tagged(NAMED_ENTITIES):
              self.tag_named_entities()
          return [ne[LABEL] for ne in self[NAMED_ENTITIES]]
docs: The named entity labels without BIO prefixes.