Tabular Anomaly Detection on 20 Newsgroups
24.1F1 ScoreAnoLLM
Evaluation Results
| Method | Links | |
|---|---|---|
| AnoLLMModel Variant=SmolLM-135M2026.02 | 24.1 | |
| CausalTADModel Variant=SmolLM-135M2026.02 | 24.1 | |
| AnoLLMModel Variant=SmolLM-360M2026.02 | 22 | |
| CausalTADModel Variant=SmolLM-360M2026.02 | 22 | |
| NeuTralMethod Category=Deep learning based methods2026.02 | 19.5 | |
| ICLMethod Category=Deep learning based methods2026.02 | 19 | |
| DTEMethod Category=Deep learning based methods2026.02 | 18.5 | |
| SLADMethod Category=Deep learning based methods2026.02 | 15.9 | |
| KNNMethod Category=Classical methods2026.02 | 15.6 | |
| DeepSVDDMethod Category=Deep learning based methods2026.02 | 15.2 | |
| IForestMethod Category=Classical methods2026.02 | 13.7 | |
| GOADMethod Category=Deep learning based methods2026.02 | 13.6 | |
| PCAMethod Category=Classical methods2026.02 | 13.3 | |
| ECODMethod Category=Classical methods2026.02 | 13.2 | |
| RCAMethod Category=Deep learning based methods2026.02 | 12.9 | |
| REPENMethod Category=Deep learning based methods2026.02 | 12.4 |