Pre-trained Pipeline for Few-NERD NER Model

Description

This pretrained pipeline is built on Few-NERD/inter public dataset and it extracts 66 entities that are in general scope.

Predicted Entities

Download Copy S3 URI

How to use

fewnerd_pipeline = PretrainedPipeline("nerdl_fewnerd_subentity_100d_pipeline", lang = "en")

fewnerd_pipeline.annotate("""12 Corazones ('12 Hearts') is Spanish-language dating game show produced in the United States for the television network Telemundo since January 2005, based on its namesake Argentine TV show format. The show is filmed in Los Angeles and revolves around the twelve Zodiac signs that identify each contestant. In 2008, Ho filmed a cameo in the Steven Spielberg feature film The Cloverfield Paradox, as a news pundit.""")
val pipeline = new PretrainedPipeline("nerdl_fewnerd_subentity_100d_pipeline", lang = "en")

val result = pipeline.fullAnnotate("12 Corazones ('12 Hearts') is Spanish-language dating game show produced in the United States for the television network Telemundo since January 2005, based on its namesake Argentine TV show format. The show is filmed in Los Angeles and revolves around the twelve Zodiac signs that identify each contestant. In 2008, Ho filmed a cameo in the Steven Spielberg feature film The Cloverfield Paradox, as a news pundit.")(0)

Results

Results



+-----------------------+----------------------------+
|chunk                  |ner_label                   |
+-----------------------+----------------------------+
|Corazones ('12 Hearts')|art-broadcastprogram        |
|Spanish-language       |other-language              |
|United States          |location-GPE                |
|Telemundo              |organization-media/newspaper|
|Argentine TV           |organization-media/newspaper|
|Los Angeles            |location-GPE                |
|Steven Spielberg       |person-director             |
|Cloverfield Paradox    |art-film                    |
+-----------------------+----------------------------+


{:.model-param}

Model Information

Model Name: nerdl_fewnerd_subentity_100d_pipeline
Type: pipeline
Compatibility: Spark NLP 4.4.2+
License: Open Source
Edition: Official
Language: en
Size: 167.9 MB

Included Models

  • DocumentAssembler
  • SentenceDetector
  • TokenizerModel
  • WordEmbeddingsModel
  • NerDLModel
  • NerConverter
  • Finisher