gptkbp:instanceOf
|
Natural Language Processing Task
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gptkbp:abbreviation
|
NER
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gptkbp:application
|
gptkb:Machine_Translation
gptkb:Question_Answering
gptkb:Information_Extraction
gptkb:Text_Summarization
Knowledge Base Population
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gptkbp:can_be_semi-supervised
|
Yes
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gptkbp:can_be_supervised
|
Yes
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gptkbp:can_be_unsupervised
|
Yes
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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
|