# Tabular Prediction on TabReD (original temporal splits) Source: [Tabular Prediction on TabReD (original temporal splits)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:10.415Z Evaluation of model performance on the Tabular Prediction task using the TabReD dataset, specifically utilizing the original temporal splits. 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 Prediction | | Dataset (including any stated split) | TabReD (original temporal splits) | | Metric | HI AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [HI AUC](): Higher is better; unit: PERCENT. - [EO AUC](): Higher is better; unit: PERCENT. - [HD AUC](): Higher is better; unit: PERCENT. - [SH RMSE](): Lower is better; unit: SCALAR. - [CT RMSE](): Lower is better; unit: SCALAR. - [DE RMSE](): Lower is better; unit: SCALAR. - [MR RMSE](): Lower is better; unit: SCALAR. - [WE RMSE](): Lower is better; unit: SCALAR. - [Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | HI AUC | Result date | Report paper | | --- | --- | --- | --- | | TabM | 96.34 | Not recorded | 6931157cd6b0dd3342933ae3 | | TabM | 96.16 | Not recorded | 6931157cd6b0dd3342933ae3 | | CatBoost | 96.12 | Not recorded | 6931157cd6b0dd3342933ae3 | | XGBoost | 96.09 | Not recorded | 6931157cd6b0dd3342933ae3 | | LightGBM | 96 | Not recorded | 6931157cd6b0dd3342933ae3 | | MLP-PLR | 95.93 | Not recorded | 6931157cd6b0dd3342933ae3 | | MLP-PLR | 95.92 | Not recorded | 6931157cd6b0dd3342933ae3 | | TabM | 95.9 | Not recorded | 6931157cd6b0dd3342933ae3 | | MLP-PLR | 95.76 | Not recorded | 6931157cd6b0dd3342933ae3 | | ModernNCA | 95.71 | Not recorded | 6931157cd6b0dd3342933ae3 | | FT-T | 95.62 | Not recorded | 6931157cd6b0dd3342933ae3 | | MLP | 95.38 | Not recorded | 6931157cd6b0dd3342933ae3 | | RandomForest | 95.37 | Not recorded | 6931157cd6b0dd3342933ae3 | | TabR | 95.27 | Not recorded | 6931157cd6b0dd3342933ae3 | | MLP | 94.04 | Not recorded | 6931157cd6b0dd3342933ae3 | | MLP | 93.99 | Not recorded | 6931157cd6b0dd3342933ae3 | | Linear | 93.88 | Not recorded | 6931157cd6b0dd3342933ae3 | ### TabM HI AUC: 96.34. Result ID: 69998c745698665ec4fe8e40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Adaptive","Model Category":"Deep Methods","Temporal Adaptation Strategy":"Temporal Modulation"}. This record does not assert independent reproduction. ### TabM HI AUC: 96.16. Result ID: 69998c745698665ec4fe8e3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Adaptive","Model Category":"Deep Methods","Temporal Adaptation Strategy":"Temporal Embedding"}. This record does not assert independent reproduction. ### CatBoost HI AUC: 96.12. Result ID: 69998c745698665ec4fe8e32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Classical Baselines"}. This record does not assert independent reproduction. ### XGBoost HI AUC: 96.09. Result ID: 69998c745698665ec4fe8e31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Classical Baselines"}. This record does not assert independent reproduction. ### LightGBM HI AUC: 96. Result ID: 69998c745698665ec4fe8e33. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Classical Baselines"}. This record does not assert independent reproduction. ### MLP-PLR HI AUC: 95.93. Result ID: 69998c745698665ec4fe8e3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Adaptive","Model Category":"Deep Methods","Temporal Adaptation Strategy":"Temporal Embedding"}. This record does not assert independent reproduction. ### MLP-PLR HI AUC: 95.92. Result ID: 69998c745698665ec4fe8e36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Deep Methods"}. This record does not assert independent reproduction. ### TabM HI AUC: 95.9. Result ID: 69998c745698665ec4fe8e3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Deep Methods"}. This record does not assert independent reproduction. ### MLP-PLR HI AUC: 95.76. Result ID: 69998c745698665ec4fe8e3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Adaptive","Model Category":"Deep Methods","Temporal Adaptation Strategy":"Temporal Modulation"}. This record does not assert independent reproduction. ### ModernNCA HI AUC: 95.71. Result ID: 69998c745698665ec4fe8e39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Deep Methods"}. This record does not assert independent reproduction. ### FT-T HI AUC: 95.62. Result ID: 69998c745698665ec4fe8e37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Deep Methods"}. This record does not assert independent reproduction. ### MLP HI AUC: 95.38. Result ID: 69998c745698665ec4fe8e3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Adaptive","Model Category":"Deep Methods","Temporal Adaptation Strategy":"Temporal Modulation"}. This record does not assert independent reproduction. ### RandomForest HI AUC: 95.37. Result ID: 69998c745698665ec4fe8e34. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Classical Baselines"}. This record does not assert independent reproduction. ### TabR HI AUC: 95.27. Result ID: 69998c745698665ec4fe8e38. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Deep Methods"}. This record does not assert independent reproduction. ### MLP HI AUC: 94.04. Result ID: 69998c745698665ec4fe8e35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Deep Methods"}. This record does not assert independent reproduction. ### MLP HI AUC: 93.99. Result ID: 69998c745698665ec4fe8e3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Adaptive","Model Category":"Deep Methods","Temporal Adaptation Strategy":"Temporal Embedding"}. This record does not assert independent reproduction. ### Linear HI AUC: 93.88. Result ID: 69998c745698665ec4fe8e30. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Static","Model Category":"Classical Baselines"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.