The analysis only considers NIL entities that were marked as such (e.g., NIL or similar designation).
for example, if a KB has more name variants (e.g., Bobby Kennedy and RfK for Robert f. Kennedy) than the corpus annotators have considered, NEL systems able to correctly detect these name variants will be penalized since they do not occur in the corpus and are, therefore, considered errors.