Tabular Classification on TabArena benchmark leaderboard · SOTA2 Research

Tabular Classification on TabArena

0.9338Churn ScoreEFE-Tab

Evaluation Results

Method	Links
EFE-Tab2026.07		0.9338	—	—	—	0.8042	0.7452	0.843	0.9376	0.8745	0.7625	0.8435	0.8132	2.22
LLM-FE2026.07		0.9331	—	—	—	0.7977	0.7423	0.8006	0.9461	0.8975	0.7597	0.8451	0.8219	2.56
CAAFE2026.07		0.9317	—	—	—	0.8037	0.7465	0.8431	0.9371	0.8751	0.762	0.843	0.8162	2.44
No FE2026.07		0.9307	—	—	—	0.804	0.7457	0.8406	0.936	0.873	0.7619	0.8478	0.8216	2.78
CAAFE2026.07		0.9305	—	—	—	0.8034	0.7437	0.8223	0.9339	0.8709	0.7634	0.82	0.8029	2.72
EFE-Tab2026.07		0.9302	—	—	—	0.8052	0.7465	0.8293	0.9342	0.8674	0.7634	0.8297	0.815	1.94
EFE-Tab2026.07		0.9266	—	—	—	0.7923	0.7448	0.7473	0.9235	0.8434	0.7348	0.8136	0.8048	1.39
No FE2026.07		0.9251	—	—	—	0.8046	0.74	0.8224	0.9318	0.8646	0.7636	0.8318	0.8081	2.83
LLM-FE2026.07		0.9251	—	—	—	0.8027	0.7417	0.8026	0.9427	0.8938	0.7643	0.8352	0.8023	2.5
CAAFE2026.07		0.9239	—	—	—	0.7864	0.7441	0.7285	0.9242	0.8409	0.7339	0.7852	0.7943	3
LLM-FE2026.07		0.908	—	—	—	0.7914	0.7433	0.672	0.9382	0.8502	0.7345	0.7909	0.7971	2.44
No FE2026.07		0.8944	—	—	—	0.7898	0.7417	0.7296	0.9235	0.834	0.7329	0.7974	0.8042	3.17
CatBoost2025.12		—	3.4	0.7749	2	—	—	—	—	—	—	—	—	—
Logistic Regression2025.12		—	4.9	0.4277	2	—	—	—	—	—	—	—	—	—
MLP2025.12		—	6.3	0.1801	0	—	—	—	—	—	—	—	—	—
Random Forest2025.12		—	4.8	0.5761	0	—	—	—	—	—	—	—	—	—
TabPFN2025.12		—	2.2	0.9031	5	—	—	—	—	—	—	—	—	—
TabPFN (RTFM)2025.12		—	1.9	0.9298	12	—	—	—	—	—	—	—	—	—
XGBoost2025.12		—	4.5	0.5918	0	—	—	—	—	—	—	—	—	—