Anomaly Detection on ODDS & ADBench 36 datasets (test)
74.37AUC-PR (Baseline)DRL
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DRL2025.10 | 74.37 | — | — | — | — | 85.09 | — | — | — | — | |
| LLM-DASDetector=DRL2025.10 | 74.37 | 0.0412 | 15.81 | 69.4444 | 0.0238 | 85.09 | 0.0272 | 3.79 | 58.3333 | 0.0035 | |
| PCA2025.10 | 59.75 | — | — | — | — | 73.49 | — | — | — | — | |
| LLM-DASDetector=PCA2025.10 | 59.75 | 0.0402 | 21.5 | 83.3333 | 0.0271 | 73.49 | 0.0325 | 7.64 | 75 | 0.0155 | |
| IForest2025.10 | 57.24 | — | — | — | — | 75.55 | — | — | — | — | |
| LLM-DASDetector=IForest2025.10 | 57.24 | 0.0617 | 23.6 | 72.2222 | 0.001 | 75.55 | 0.0385 | 10.9 | 77.7778 | 0.0034 | |
| ECOD2025.10 | 53.76 | — | — | — | — | 70.56 | — | — | — | — | |
| LLM-DASDetector=ECOD2025.10 | 53.76 | 0.0512 | 23.05 | 77.7778 | 0.0014 | 70.56 | 0.0398 | 8.2 | 72.2222 | 0.0183 | |
| OCSVM2025.10 | 52.95 | — | — | — | — | 71.41 | — | — | — | — | |
| LLM-DASDetector=OCSVM2025.10 | 52.95 | 0.0723 | 84.49 | 69.4444 | 0.0239 | 71.41 | 0.0437 | 10.02 | 69.4444 | 0.017 |