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gptkbp:instanceOf
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Machine Learning Paradigm
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gptkbp:application
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gptkb:Object_Recognition
gptkb:Text_Classification
gptkb:Natural_Language_Processing
Image Classification
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gptkbp:approach
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gptkb:Generative_Models
Attribute-Based Classification
Embedding-Based Methods
Graph-Based Methods
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gptkbp:assesses
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Accuracy on Unseen Classes
Generalized Zero-Shot Learning Accuracy
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gptkbp:challenge
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Domain Shift
Semantic Gap
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gptkbp:conference
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gptkb:CVPR
gptkb:ICLR
gptkb:ICML
gptkb:NeurIPS
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gptkbp:database
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gptkb:ImageNet
gptkb:CUB-200
AwA (Animals with Attributes)
SUN Attribute
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gptkbp:field
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gptkb:Machine_Learning
gptkb:artificial_intelligence
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gptkbp:firstDescribed
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2008
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gptkbp:goal
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Classify unseen classes without labeled examples
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https://www.w3.org/2000/01/rdf-schema#label
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Zero-Shot Learning
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gptkbp:notableContributor
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gptkb:Andrea_Vedaldi
gptkb:Li_Fei-Fei
gptkb:Bernt_Schiele
Anastasios Doulamis
Christoph Lampert
Yongqin Xian
Zeynep Akata
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gptkbp:notableModel
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gptkb:ALE
gptkb:CLIP
gptkb:SJE
DeViSE
ESZSL
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gptkbp:notablePublication
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Zero-Shot Learning for Object Recognition (2009)
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gptkbp:relatedTo
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gptkb:Visual_Question_Answering
gptkb:Few-Shot_Learning
Transfer Learning
Generalization
Zero-Shot Text Classification
Zero-Shot Translation
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gptkbp:uses
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Knowledge Graphs
Attribute-Based Representations
Semantic Embeddings
Word Vectors
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gptkbp:bfsParent
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gptkb:Large_Language_Models
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gptkbp:bfsLayer
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5
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