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Entity

Benchmarks

Task NameDataset NameSOTA ResultTrend
Accuracy EstimationEntity-30 Subpopulation Shift
R20.991
36
Accuracy EstimationEntity-13 Subpopulation Shift
R20.993
36
Accuracy EstimationEntity-30
MAE0.83
27
Accuracy EstimationEntity-13
MAE0.674
27
Image ClassificationEntity-30 OOD
Accuracy72.9
20
Image ClassificationEntity-30 ID
Accuracy97.4
20
Accuracy EstimationEntity-30
R20.968
14
Accuracy EstimationEntity-13
R20.958
14
Target ClassificationEntity30
Accuracy (All)58
5
Attack evaluationEntity
AC99.1
4
Image ClassificationEntity-30
Accuracy81.74
4
Novel Class Prevalence EstimationEntity30
MPE (Novel)0.054
4
Concept Erasure AttackEntity
LPIPS0.47
3
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