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Benchmarks
Document-Level Anomaly Detection on Grammar (test)
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0.6578
AUROC
LUNAR
0.518232
0.554466
0.5907
0.626934
Jan 20, 2026
AUROC
AUPRC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
AUPRC
LUNAR
Backbone=BERT-base-unc...
2026.01
0.6578
0.2628
TokenCore
Backbone=BERT-base-unc...
2026.01
0.6553
0.2624
AE
Backbone=BERT-base-unc...
2026.01
0.6403
0.2547
iForest
Backbone=BERT-base-unc...
2026.01
0.5994
0.2342
ECOD
Backbone=BERT-base-unc...
2026.01
0.5739
0.2178
D.SVDD
Backbone=BERT-base-unc...
2026.01
0.5548
0.2294
LOF
Backbone=BERT-base-unc...
2026.01
0.5236
0.1933
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