Tabular Data Prediction on TabReD (random split) benchmark leaderboard · SOTA2 Research

Tabular Data Prediction on TabReD (random split)

0.9639HICatBoost

Evaluation Results

Method	Links
CatBoost2025.12		0.9639	0.6213	0.858	0.234	0.4805	0.5471	0.1613	1.4556	5.375
TabM2025.12		0.9636	0.6299	0.8427	0.2317	0.4784	0.5492	0.1609	1.4891	3.75
TabM2025.12		0.9633	0.6319	0.838	0.2306	0.4785	0.5491	0.1608	1.4717	3.5
TabM2025.12		0.9629	0.6332	0.8282	0.2305	0.4794	0.5495	0.1607	1.4681	4
XGBoost2025.12		0.9625	0.62	0.8452	0.2298	0.4806	0.5468	0.1611	1.4566	5.25
ModernNCA2025.12		0.9617	0.6246	0.8399	0.2299	0.4806	0.551	0.1621	1.4773	7.75
LightGBM2025.12		0.9616	0.6136	0.8334	0.2322	0.4807	0.5469	0.1616	1.4471	7.5
FT-T2025.12		0.9616	0.6268	0.5846	0.2369	0.4804	0.5503	0.1622	1.5001	9.375
MLP-PLR2025.12		0.9607	0.6237	0.8104	0.2365	0.4792	0.5564	0.1613	1.5314	9.75
MLP-PLR2025.12		0.96	0.6252	0.821	0.2368	0.4798	0.5528	0.1612	1.5048	8.625
MLP-PLR2025.12		0.9599	0.6225	0.8208	0.2406	0.48	0.5507	0.1616	1.5097	9.875
RandomForest2025.12		0.958	0.6254	0.8142	0.2427	0.4846	0.5588	0.1649	1.5694	13.25
MLP2025.12		0.9567	0.6267	0.5562	0.2499	0.4786	0.5594	0.1618	1.5122	11.5
TabR2025.12		0.9543	0.6206	0.8147	0.2384	0.488	0.5548	0.1622	1.4629	12.25
MLP2025.12		0.9451	0.6267	0.553	0.261	0.4796	0.5569	0.1618	1.5333	12.375
Linear2025.12		0.9397	0.5895	0.8235	0.2458	0.4867	0.5591	0.1685	1.7425	15.125
MLP2025.12		0.9383	0.6225	0.5532	0.2509	0.4814	0.5521	0.1619	1.5252	13.75