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Benchmarks
Token-Level Anomaly Detection on Grammar (test)
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63.71
AUROC
TokenCore
43.8044
48.9722
54.14
59.3078
Jan 20, 2026
AUROC
AUPRC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
AUPRC
TokenCore
Backbone=BERT-base-unc...
2026.01
63.71
4.07
AE
Backbone=BERT-base-unc...
2026.01
61.9
3.86
LUNAR
Backbone=BERT-base-unc...
2026.01
60.53
3.76
LOF
Backbone=BERT-base-unc...
2026.01
56.41
3.39
iForest
Backbone=BERT-base-unc...
2026.01
50.24
3.03
D.SVDD
Backbone=BERT-base-unc...
2026.01
47.98
3.12
ECOD
Backbone=BERT-base-unc...
2026.01
44.57
2.68
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