Tabular Classification2019en
OpenML-CC18
Curated classification benchmark suite of 72 tabular datasets
Current State of the Art
AutoGluon-Tabular
Amazon
88.5
accuracy
Top Models Performance Comparison
Top 5 models ranked by accuracy
Best Score
88.5
Top Model
AutoGluon-Tabular
Models Compared
5
Score Range
2.8
accuracyPrimary
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | AutoGluon-TabularOpen Source Amazon | 88.5 | Jun 2025 | |
| 2 | TabPFNOpen Source PriorLabs (University of Freiburg) | 87 | Jun 2025 | |
| 3 | LightGBMOpen Source Microsoft | 86.9 | Jun 2025 | |
| 4 | XGBoostOpen Source DMLC | 86.3 | Jun 2025 | |
| 5 | Random ForestOpen Source scikit-learn | 85.7 | Jun 2025 |
Related Papers1
ConTextTab: A Semantics-Aware Tabular In-Context Learner
Jun 2025Models: AutoGluon-Tabular, TabPFN, LightGBM +2 more