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Benchmarks
Out-of-Distribution Detection on FB15k-237 (Temporal-like OOD, Mean of 3 Runs)
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98.6
AUROC
CAGP
50.136
62.718
75.3
87.882
Dec 26, 2025
AUROC
AUPR
F1@0.5
Updated 4d ago
Evaluation Results
Method
Method
Links
AUROC
AUPR
F1@0.5
CAGP
Method Category=Learne...
2025.12
98.6
-
-
Simple avg
Method Category=Single...
2025.12
95.1
-
-
Structural (Ustr, cov)
Method Category=Single...
2025.12
93.5
-
-
SNGP
Method Category=Score-...
2025.12
61
-
-
Deep Ensemble
Method Category=Score-...
2025.12
58
-
-
MC Dropout
Method Category=Score-...
2025.12
56
-
-
Semantic (Usem, freq)
Method Category=Single...
2025.12
54.2
-
-
UKGE
Method Category=Score-...
2025.12
52
-
-
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