Stanford Named Entity Recognizer

Annotator that tags words that are recognized as being names according to the Stanford Named Entity Recognizer (NER) developed by the Stanford Natural Language Processing Group.

Example of named-entity tags
Named Entity tags: PERSON PERSON LOCATION DATE
Words: President Barack Obama was born in Hawaii. He was elected in 2008.

When this annotator is installed, it downloads models of version 4.2.0 of the Stanford Named Entity Recognizer (NER) from https://nlp.stanford.edu/software/stanford-ner-4.2.0.zip, which requires access to the internet.

Several classifiers for English are included in the default installation. You can download classifiers for other languages from the Stanford CoreNLP site.

Different classifiers include different possible entity labels:

  • 3 class: LOCATION, PERSON, ORGANIZATION
  • 4 class: LOCATION, PERSON, ORGANIZATION, MISC
  • 7 class: LOCATION, PERSON, ORGANIZATION, MONEY, PERCENT, DATE, TIME