# Multiclass classification on TALENT Multiclass (\> 10 classes) Full (avg across datasets) Source: [Multiclass classification on TALENT Multiclass (\> 10 classes) Full (avg across datasets)]() Collection index: [llms.txt]() Data updated: 2026-04-07T09:26:05.132Z Evaluation of model performance on the TALENT Multiclass benchmark, specifically aggregating results across all datasets containing more than 10 classes, using ranking and accuracy metrics. 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 | Multiclass classification | | Dataset (including any stated split) | TALENT Multiclass (\> 10 classes) Full (avg across datasets) | | Metric | Rank | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 31 of 31 | | 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 - [Rank](): Lower is better; unit: SCALAR. - [Score](): Higher is better; unit: PERCENT. - [Normalized Score](): Higher is better; unit: PERCENT. - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Top-3 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. - [Top-8 Accuracy](): Higher is better; unit: PERCENT. - [SGMε](): Higher is better; unit: PERCENT. ## Recorded results | Method | Rank | Result date | Report paper | | --- | --- | --- | --- | | RealMLP | 3.75 | Not recorded | 68fa7a931e209131cea83fbf | | xRFM | 5.46 | Not recorded | 68fa7a931e209131cea83fbf | | TabR | 6 | Not recorded | 68fa7a931e209131cea83fbf | | ResNet | 6.33 | Not recorded | 68fa7a931e209131cea83fbf | | ModernNCA | 6.83 | Not recorded | 68fa7a931e209131cea83fbf | | FTT | 8.79 | Not recorded | 68fa7a931e209131cea83fbf | | MLP-PLR | 8.79 | Not recorded | 68fa7a931e209131cea83fbf | | MLP | 9.58 | Not recorded | 68fa7a931e209131cea83fbf | | Laplace KRR | 10.8 | Not recorded | 68fa7a931e209131cea83fbf | | DCN2 | 11.2 | Not recorded | 68fa7a931e209131cea83fbf | | AutoInt | 12.2 | Not recorded | 68fa7a931e209131cea83fbf | | SNN | 12.2 | Not recorded | 68fa7a931e209131cea83fbf | | CatBoost | 12.8 | Not recorded | 68fa7a931e209131cea83fbf | | Danets | 15.9 | Not recorded | 68fa7a931e209131cea83fbf | | Tangos | 16.1 | Not recorded | 68fa7a931e209131cea83fbf | | XGBoost | 16.2 | Not recorded | 68fa7a931e209131cea83fbf | | Excelformer | 16.6 | Not recorded | 68fa7a931e209131cea83fbf | | TabCaps | 16.8 | Not recorded | 68fa7a931e209131cea83fbf | | LightGBM | 16.9 | Not recorded | 68fa7a931e209131cea83fbf | | PTARL | 18.7 | Not recorded | 68fa7a931e209131cea83fbf | | kNN | 20.2 | Not recorded | 68fa7a931e209131cea83fbf | | RandomForest | 20.7 | Not recorded | 68fa7a931e209131cea83fbf | | TabTransformer | 20.8 | Not recorded | 68fa7a931e209131cea83fbf | | LogReg | 22 | Not recorded | 68fa7a931e209131cea83fbf | | SVM | 25.1 | Not recorded | 68fa7a931e209131cea83fbf | | SwitchTab | 25.2 | Not recorded | 68fa7a931e209131cea83fbf | | Node | 26.2 | Not recorded | 68fa7a931e209131cea83fbf | | GrowNet | 26.2 | Not recorded | 68fa7a931e209131cea83fbf | | TabNet | 26.3 | Not recorded | 68fa7a931e209131cea83fbf | | NaiveBayes | 29.5 | Not recorded | 68fa7a931e209131cea83fbf | | NCM | 30.2 | Not recorded | 68fa7a931e209131cea83fbf | ### RealMLP Rank: 3.75. Result ID: 69d4cd8e47f34ce924bce47c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### xRFM Rank: 5.46. Result ID: 69d4cd8e47f34ce924bce47d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabR Rank: 6. Result ID: 69d4cd8e47f34ce924bce47e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet Rank: 6.33. Result ID: 69d4cd8e47f34ce924bce47f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ModernNCA Rank: 6.83. Result ID: 69d4cd8e47f34ce924bce480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FTT Rank: 8.79. Result ID: 69d4cd8e47f34ce924bce481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP-PLR Rank: 8.79. Result ID: 69d4cd8e47f34ce924bce482. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Rank: 9.58. Result ID: 69d4cd8e47f34ce924bce483. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Laplace KRR Rank: 10.8. Result ID: 69d4cd8e47f34ce924bce484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCN2 Rank: 11.2. Result ID: 69d4cd8e47f34ce924bce485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoInt Rank: 12.2. Result ID: 69d4cd8e47f34ce924bce486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SNN Rank: 12.2. Result ID: 69d4cd8e47f34ce924bce487. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CatBoost Rank: 12.8. Result ID: 69d4cd8e47f34ce924bce488. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Danets Rank: 15.9. Result ID: 69d4cd8e47f34ce924bce489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tangos Rank: 16.1. Result ID: 69d4cd8e47f34ce924bce48a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### XGBoost Rank: 16.2. Result ID: 69d4cd8e47f34ce924bce48b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Excelformer Rank: 16.6. Result ID: 69d4cd8e47f34ce924bce48c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabCaps Rank: 16.8. Result ID: 69d4cd8e47f34ce924bce48d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightGBM Rank: 16.9. Result ID: 69d4cd8e47f34ce924bce48e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PTARL Rank: 18.7. Result ID: 69d4cd8e47f34ce924bce48f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### kNN Rank: 20.2. Result ID: 69d4cd8e47f34ce924bce490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RandomForest Rank: 20.7. Result ID: 69d4cd8e47f34ce924bce491. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabTransformer Rank: 20.8. Result ID: 69d4cd8e47f34ce924bce492. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LogReg Rank: 22. Result ID: 69d4cd8e47f34ce924bce493. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVM Rank: 25.1. Result ID: 69d4cd8e47f34ce924bce494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwitchTab Rank: 25.2. Result ID: 69d4cd8e47f34ce924bce495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Node Rank: 26.2. Result ID: 69d4cd8e47f34ce924bce496. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GrowNet Rank: 26.2. Result ID: 69d4cd8e47f34ce924bce497. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabNet Rank: 26.3. Result ID: 69d4cd8e47f34ce924bce498. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NaiveBayes Rank: 29.5. Result ID: 69d4cd8e47f34ce924bce499. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCM Rank: 30.2. Result ID: 69d4cd8e47f34ce924bce49a. [Reporting paper]() [Method origin 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.