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Benchmarks
Document-Level Anomaly Detection on SMS_Spam (test)
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0.5948
AUROC
LOF
0.452112
0.489156
0.5262
0.563244
Jan 20, 2026
AUROC
AUPRC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
AUPRC
LOF
Backbone=BERT-base-unc...
2026.01
0.5948
0.2276
TokenCore
Backbone=BERT-base-unc...
2026.01
0.5859
0.2072
LUNAR
Backbone=BERT-base-unc...
2026.01
0.5814
0.2051
D.SVDD
Backbone=BERT-base-unc...
2026.01
0.4814
0.1633
ECOD
Backbone=BERT-base-unc...
2026.01
0.4603
0.1552
iForest
Backbone=BERT-base-unc...
2026.01
0.4598
0.1551
AE
Backbone=BERT-base-unc...
2026.01
0.4576
0.1566
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