Named Entity Recognition

GPTKB entity

Statements (52)
Predicate Object
gptkbp:instanceOf Natural Language Processing Task
gptkbp:abbreviation NER
gptkbp:application gptkb:Machine_Translation
gptkb:Question_Answering
gptkb:Information_Extraction
gptkb:Text_Summarization
Knowledge Base Population
gptkbp:can_be_semi-supervised Yes
gptkbp:can_be_supervised Yes
gptkbp:can_be_unsupervised Yes
gptkbp:category gptkb:organization
Person
Time
place
Date
Money
Miscellaneous
Percent
gptkbp:challenge Ambiguity
Domain Adaptation
Multilinguality
Nested Entities
gptkbp:common_dataset gptkb:ACE
gptkb:CoNLL-2003
gptkb:OntoNotes
gptkbp:evaluation_metric gptkb:Recall
Precision
F1 Score
gptkbp:field gptkb:Computational_Linguistics
gptkb:Natural_Language_Processing
gptkbp:firstAppearance 1990s
gptkbp:goal Classify named entities into predefined categories
Identify named entities in text
https://www.w3.org/2000/01/rdf-schema#label Named Entity Recognition
gptkbp:method gptkb:Machine_Learning
Deep Learning
Rule-based
Statistical
gptkbp:notableTool gptkb:Flair
gptkb:NLTK
gptkb:spaCy
gptkb:AllenNLP
gptkb:Stanford_NER
gptkbp:relatedConcept Entity Linking
Coreference Resolution
Part-of-Speech Tagging
gptkbp:uses Tokenization
BILOU Tagging
BIO Tagging
Sequence Labeling
gptkbp:bfsParent gptkb:Azure_Cognitive_Services
gptkbp:bfsLayer 5