# Classification on OpenML-cc18 (Average Rank Metric) Source: [Classification on OpenML-cc18 (Average Rank Metric)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:12:52.009Z Evaluation of general classification performance on the OpenML-cc18 dataset, measured using the Average Rank metric combining AUC, Accuracy, and F1 scores. 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 | Classification | | Dataset (including any stated split) | OpenML-cc18 | | Metric | Average Rank (AUC, Acc, F1) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 33 of 33 | | 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 - [Average Rank (AUC, Acc, F1)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average Rank (AUC, Acc, F1) | Result date | Report paper | | --- | --- | --- | --- | | LimiX-16M | 4.99 | Not recorded | 6a2106f9c10484bac23f06cd | | LimiX-2M | 5.83 | Not recorded | 6a2106f9c10484bac23f06cd | | AutoGluon | 7.79 | Not recorded | 6a2106f9c10484bac23f06cd | | TabPFN-v2 | 8.56 | Not recorded | 6a2106f9c10484bac23f06cd | | RealMLP | 9.36 | Not recorded | 6a2106f9c10484bac23f06cd | | TabICL | 10.04 | Not recorded | 6a2106f9c10484bac23f06cd | | TabM | 10.75 | Not recorded | 6a2106f9c10484bac23f06cd | | LightGBM | 11.16 | Not recorded | 6a2106f9c10484bac23f06cd | | XGBoost | 11.51 | Not recorded | 6a2106f9c10484bac23f06cd | | ExcelFormer | 14.21 | Not recorded | 6a2106f9c10484bac23f06cd | | CatBoost | 14.27 | Not recorded | 6a2106f9c10484bac23f06cd | | ResNet | 14.72 | Not recorded | 6a2106f9c10484bac23f06cd | | RF | 14.89 | Not recorded | 6a2106f9c10484bac23f06cd | | TANGOS | 14.91 | Not recorded | 6a2106f9c10484bac23f06cd | | Mitra | 15.24 | Not recorded | 6a2106f9c10484bac23f06cd | | TabR | 15.83 | Not recorded | 6a2106f9c10484bac23f06cd | | MLP | 16.01 | Not recorded | 6a2106f9c10484bac23f06cd | | T2G-Former | 16.49 | Not recorded | 6a2106f9c10484bac23f06cd | | ET | 17.07 | Not recorded | 6a2106f9c10484bac23f06cd | | MLP-PLR | 17.23 | Not recorded | 6a2106f9c10484bac23f06cd | | ModernNCA | 17.47 | Not recorded | 6a2106f9c10484bac23f06cd | | FT-Transformer | 17.74 | Not recorded | 6a2106f9c10484bac23f06cd | | AutoInt | 19.87 | Not recorded | 6a2106f9c10484bac23f06cd | | DANets | 19.89 | Not recorded | 6a2106f9c10484bac23f06cd | | DCN-v2 | 19.94 | Not recorded | 6a2106f9c10484bac23f06cd | | TabCaps | 22.34 | Not recorded | 6a2106f9c10484bac23f06cd | | SNN | 22.49 | Not recorded | 6a2106f9c10484bac23f06cd | | SwitchTab | 23.37 | Not recorded | 6a2106f9c10484bac23f06cd | | TabTransformer | 24.05 | Not recorded | 6a2106f9c10484bac23f06cd | | SAINT | 25.98 | Not recorded | 6a2106f9c10484bac23f06cd | | TabNet | 26.4 | Not recorded | 6a2106f9c10484bac23f06cd | | NODE | 26.64 | Not recorded | 6a2106f9c10484bac23f06cd | | GrowNet | 27.94 | Not recorded | 6a2106f9c10484bac23f06cd | ### LimiX-16M Average Rank (AUC, Acc, F1): 4.99. Result ID: 6a216baafbc373592c1e71f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"16.52M"}. This record does not assert independent reproduction. ### LimiX-2M Average Rank (AUC, Acc, F1): 5.83. Result ID: 6a216baafbc373592c1e71fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"1.92M"}. This record does not assert independent reproduction. ### AutoGluon Average Rank (AUC, Acc, F1): 7.79. Result ID: 6a216baafbc373592c1e71fc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabPFN-v2 Average Rank (AUC, Acc, F1): 8.56. Result ID: 6a216baafbc373592c1e71fa. [Reporting paper]() Recorded evaluation configuration: {"Number of Parameters":"7.24M"}. This record does not assert independent reproduction. ### RealMLP Average Rank (AUC, Acc, F1): 9.36. Result ID: 6a216baafbc373592c1e71eb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabICL Average Rank (AUC, Acc, F1): 10.04. Result ID: 6a216baafbc373592c1e71f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"27.10M"}. This record does not assert independent reproduction. ### TabM Average Rank (AUC, Acc, F1): 10.75. Result ID: 6a216baafbc373592c1e71f3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightGBM Average Rank (AUC, Acc, F1): 11.16. Result ID: 6a216baafbc373592c1e71dd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### XGBoost Average Rank (AUC, Acc, F1): 11.51. Result ID: 6a216baafbc373592c1e71de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ExcelFormer Average Rank (AUC, Acc, F1): 14.21. Result ID: 6a216baafbc373592c1e71e3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CatBoost Average Rank (AUC, Acc, F1): 14.27. Result ID: 6a216baafbc373592c1e71dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet Average Rank (AUC, Acc, F1): 14.72. Result ID: 6a216baafbc373592c1e71ec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RF Average Rank (AUC, Acc, F1): 14.89. Result ID: 6a216baafbc373592c1e71ea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TANGOS Average Rank (AUC, Acc, F1): 14.91. Result ID: 6a216baafbc373592c1e71f1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mitra Average Rank (AUC, Acc, F1): 15.24. Result ID: 6a216baafbc373592c1e71f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"75.67M"}. This record does not assert independent reproduction. ### TabR Average Rank (AUC, Acc, F1): 15.83. Result ID: 6a216baafbc373592c1e71f5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Average Rank (AUC, Acc, F1): 16.01. Result ID: 6a216baafbc373592c1e71e6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T2G-Former Average Rank (AUC, Acc, F1): 16.49. Result ID: 6a216baafbc373592c1e71f0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ET Average Rank (AUC, Acc, F1): 17.07. Result ID: 6a216baafbc373592c1e71e2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP-PLR Average Rank (AUC, Acc, F1): 17.23. Result ID: 6a216baafbc373592c1e71e7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ModernNCA Average Rank (AUC, Acc, F1): 17.47. Result ID: 6a216baafbc373592c1e71e8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FT-Transformer Average Rank (AUC, Acc, F1): 17.74. Result ID: 6a216baafbc373592c1e71e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoInt Average Rank (AUC, Acc, F1): 19.87. Result ID: 6a216baafbc373592c1e71df. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DANets Average Rank (AUC, Acc, F1): 19.89. Result ID: 6a216baafbc373592c1e71e0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCN-v2 Average Rank (AUC, Acc, F1): 19.94. Result ID: 6a216baafbc373592c1e71e1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabCaps Average Rank (AUC, Acc, F1): 22.34. Result ID: 6a216baafbc373592c1e71f2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SNN Average Rank (AUC, Acc, F1): 22.49. Result ID: 6a216baafbc373592c1e71ee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwitchTab Average Rank (AUC, Acc, F1): 23.37. Result ID: 6a216baafbc373592c1e71ef. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabTransformer Average Rank (AUC, Acc, F1): 24.05. Result ID: 6a216baafbc373592c1e71f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAINT Average Rank (AUC, Acc, F1): 25.98. Result ID: 6a216baafbc373592c1e71ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabNet Average Rank (AUC, Acc, F1): 26.4. Result ID: 6a216baafbc373592c1e71f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NODE Average Rank (AUC, Acc, F1): 26.64. Result ID: 6a216baafbc373592c1e71e9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GrowNet Average Rank (AUC, Acc, F1): 27.94. Result ID: 6a216baafbc373592c1e71e5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.