Document-Level Anomaly Detection on Grammar (test)
0.6578AUROCLUNAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LUNARBackbone=BERT-base-uncased, Aggregation Strategy=max pooling, Evaluation Level=Document2026.01 | 0.6578 | 0.2628 | |
| TokenCoreBackbone=BERT-base-uncased, Aggregation Strategy=max pooling, Evaluation Level=Document2026.01 | 0.6553 | 0.2624 | |
| AEBackbone=BERT-base-uncased, Aggregation Strategy=max pooling, Evaluation Level=Document2026.01 | 0.6403 | 0.2547 | |
| iForestBackbone=BERT-base-uncased, Aggregation Strategy=max pooling, Evaluation Level=Document2026.01 | 0.5994 | 0.2342 | |
| ECODBackbone=BERT-base-uncased, Aggregation Strategy=max pooling, Evaluation Level=Document2026.01 | 0.5739 | 0.2178 | |
| D.SVDDBackbone=BERT-base-uncased, Aggregation Strategy=max pooling, Evaluation Level=Document2026.01 | 0.5548 | 0.2294 | |
| LOFBackbone=BERT-base-uncased, Aggregation Strategy=max pooling, Evaluation Level=Document2026.01 | 0.5236 | 0.1933 |