# Tabular Anomaly Detection on Lymphography (F1 score) Source: [Tabular Anomaly Detection on Lymphography (F1 score)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:38.145Z Evaluation of Tabular Anomaly Detection performance on the Lymphography 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) | Lymphography | | Metric | F1 Score | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | CausalTAD | 1 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | CausalTAD | 0.833 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | AnoLLM | 0.8 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | AnoLLM | 0.767 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | KNN | 0.667 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RCA | 0.667 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | SLAD | 0.667 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | GOAD | 0.667 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ICL | 0.667 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DTE | 0.667 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | REPEN | 0.667 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTral | 0.633 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | PCA | 0.567 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DeepSVDD | 0.567 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ECOD | 0.4 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | IForest | 0.233 | Not recorded | 698abc00c97a0b3e3b5de2f8 | ### CausalTAD F1 Score: 1. Result ID: 6998df3d5698665ec4436139. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Variant":"SmolLM-360M"}. This record does not assert independent reproduction. ### CausalTAD F1 Score: 0.833. Result ID: 6998df3d5698665ec4436138. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Variant":"SmolLM-135M"}. This record does not assert independent reproduction. ### AnoLLM F1 Score: 0.8. Result ID: 6998df3d5698665ec4436137. [Reporting paper]() Recorded evaluation configuration: {"Model Variant":"SmolLM-360M"}. This record does not assert independent reproduction. ### AnoLLM F1 Score: 0.767. Result ID: 6998df3d5698665ec4436136. [Reporting paper]() Recorded evaluation configuration: {"Model Variant":"SmolLM-135M"}. This record does not assert independent reproduction. ### KNN F1 Score: 0.667. Result ID: 6998df3d5698665ec443612c. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Classical methods"}. This record does not assert independent reproduction. ### RCA F1 Score: 0.667. Result ID: 6998df3d5698665ec443612f. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### SLAD F1 Score: 0.667. Result ID: 6998df3d5698665ec4436130. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### GOAD F1 Score: 0.667. Result ID: 6998df3d5698665ec4436131. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### ICL F1 Score: 0.667. Result ID: 6998df3d5698665ec4436133. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### DTE F1 Score: 0.667. Result ID: 6998df3d5698665ec4436134. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### REPEN F1 Score: 0.667. Result ID: 6998df3d5698665ec4436135. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### NeuTral F1 Score: 0.633. Result ID: 6998df3d5698665ec4436132. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### PCA F1 Score: 0.567. Result ID: 6998df3d5698665ec443612b. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Classical methods"}. This record does not assert independent reproduction. ### DeepSVDD F1 Score: 0.567. Result ID: 6998df3d5698665ec443612e. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep learning based methods"}. This record does not assert independent reproduction. ### ECOD F1 Score: 0.4. Result ID: 6998df3d5698665ec443612d. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Classical methods"}. This record does not assert independent reproduction. ### IForest F1 Score: 0.233. Result ID: 6998df3d5698665ec443612a. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Classical methods"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.