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gptkbp:instanceOf
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gptkb:Natural_Language_Processing_Task
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gptkbp:abbreviation
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NER
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gptkbp:application
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gptkb:Machine_Translation
gptkb:Question_Answering
gptkb:Information_Extraction
gptkb:Text_Summarization
Knowledge Base Population
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gptkbp:can_be_semi-supervised
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Yes
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gptkbp:can_be_supervised
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Yes
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gptkbp:can_be_unsupervised
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Yes
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gptkbp:category
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gptkb:Money
gptkb:Person
gptkb:organization
gptkb:place
Time
Date
Miscellaneous
Percent
|
|
gptkbp:challenge
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Ambiguity
Domain Adaptation
Multilinguality
Nested Entities
|
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gptkbp:common_dataset
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gptkb:ACE
gptkb:CoNLL-2003
gptkb:OntoNotes
|
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gptkbp:evaluation_metric
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gptkb:Recall
Precision
F1 Score
|
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gptkbp:field
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gptkb:Computational_Linguistics
gptkb:Natural_Language_Processing
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gptkbp:firstAppearance
|
1990s
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gptkbp:goal
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Classify named entities into predefined categories
Identify named entities in text
|
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gptkbp:method
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gptkb:Machine_Learning
Deep Learning
Rule-based
Statistical
|
|
gptkbp:notableTool
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gptkb:Flair
gptkb:NLTK
gptkb:spaCy
gptkb:AllenNLP
gptkb:Stanford_NER
|
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gptkbp:relatedConcept
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Entity Linking
Coreference Resolution
Part-of-Speech Tagging
|
|
gptkbp:uses
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Tokenization
BILOU Tagging
BIO Tagging
Sequence Labeling
|
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gptkbp:bfsParent
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gptkb:Text_Mining
gptkb:Azure_Cognitive_Services
|
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gptkbp:bfsLayer
|
6
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
Named Entity Recognition
|