# Tabular Anomaly Detection on 20 Newsgroups Source: [Tabular Anomaly Detection on 20 Newsgroups]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:38.197Z Evaluation of Tabular Anomaly Detection performance on the 20 Newsgroups dataset, measured using F1 score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Tabular Anomaly Detection | | Dataset (including any stated split) | 20 Newsgroups | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | AnoLLM | 24.1 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | CausalTAD | 24.1 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | AnoLLM | 22 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | CausalTAD | 22 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTral | 19.5 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ICL | 19 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DTE | 18.5 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | SLAD | 15.9 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | KNN | 15.6 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DeepSVDD | 15.2 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | IForest | 13.7 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | GOAD | 13.6 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | PCA | 13.3 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ECOD | 13.2 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RCA | 12.9 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | REPEN | 12.4 | Not recorded | 698abc00c97a0b3e3b5de2f8 | ### AnoLLM F1 Score: 24.1. Result ID: 6998df3d5698665ec4436166. [Reporting paper]() Recorded evaluation configuration: {"Model Variant":"SmolLM-135M"}. This record does not assert independent reproduction. ### CausalTAD F1 Score: 24.1. Result ID: 6998df3d5698665ec4436168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Variant":"SmolLM-135M"}. This record does not assert independent reproduction. ### AnoLLM F1 Score: 22. Result ID: 6998df3d5698665ec4436167. [Reporting paper]() Recorded evaluation configuration: {"Model Variant":"SmolLM-360M"}. This record does not assert independent reproduction. ### CausalTAD F1 Score: 22. Result ID: 6998df3d5698665ec4436169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Variant":"SmolLM-360M"}. This record does not assert independent reproduction. ### NeuTral F1 Score: 19.5. Result ID: 6998df3d5698665ec4436162. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### ICL F1 Score: 19. Result ID: 6998df3d5698665ec4436163. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### DTE F1 Score: 18.5. Result ID: 6998df3d5698665ec4436164. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### SLAD F1 Score: 15.9. Result ID: 6998df3d5698665ec4436160. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### KNN F1 Score: 15.6. Result ID: 6998df3d5698665ec443615c. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Classical methods"}. This record does not assert independent reproduction. ### DeepSVDD F1 Score: 15.2. Result ID: 6998df3d5698665ec443615e. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### IForest F1 Score: 13.7. Result ID: 6998df3d5698665ec443615a. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Classical methods"}. This record does not assert independent reproduction. ### GOAD F1 Score: 13.6. Result ID: 6998df3d5698665ec4436161. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### PCA F1 Score: 13.3. Result ID: 6998df3d5698665ec443615b. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Classical methods"}. This record does not assert independent reproduction. ### ECOD F1 Score: 13.2. Result ID: 6998df3d5698665ec443615d. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Classical methods"}. This record does not assert independent reproduction. ### RCA F1 Score: 12.9. Result ID: 6998df3d5698665ec443615f. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### REPEN F1 Score: 12.4. Result ID: 6998df3d5698665ec4436165. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.