Tabular Learning on TabArena

1,663EloPrepTabPFN-2.5

Evaluation Results

Method
PrepTabPFN-2.52026.06	1,663	0.719	10.4	3	10	5.5	3,626.44	27.14
AutoGluon 1.42026.06	1,624	0.614	12.1	5.9	2.33	8.3	570.73	6.16
TabPFN-2.62026.06	1,616	0.626	12.4	5.5	3	8.4	5.49	0.58
PrepTabPFN-2.52026.06	1,602	0.615	13.2	5.5	1.83	6.4	3,626.44	2.58
TabICLv22026.06	1,600	0.666	13.2	3.9	6.66	7.6	4.16	0.36
RealTabPFN-2.52026.06	1,596	0.611	13.5	5.4	1.66	7.8	2,058.44	9.1
PrepLightGBM2026.06	1,578	0.524	14.4	5.9	2.33	8.4	2,407.89	10.49
PrepTabM2026.06	1,574	0.529	14.6	7.3	0.99	9.2	6,356.41	15.14
RealTabPFN-2.52026.06	1,552	0.546	15.8	6.8	1.833	8.3	2,058.44	1.12
RealTabPFN-2.52026.06	1,521	0.509	17.5	9.2	0.66	9.2	5.68	0.6
RealMLP2026.06	1,509	0.431	18.2	11.4	0.66	10.8	2,958.86	11.4
PrepLightGBM2026.06	1,479	0.381	20.1	8.2	1.333	9.5	2,407.89	1
TabDPT2026.06	1,467	0.417	20.9	6.5	2.66	11.1	5,467.2	316.26
PrepTabM2026.06	1,463	0.388	21.1	11.5	0.333	10.5	6,356.41	1.13
RealMLP2026.06	1,427	0.316	23.5	13.2	0	12	2,958.86	0.52
TabM2026.06	1,425	0.302	23.6	14.3	0.333	12.6	3,145.55	1.44
TabDPT2026.06	1,419	0.365	24	8.5	1	12.5	5,467.2	39.74
LightGBM2026.06	1,417	0.231	24.2	18.6	0	13.5	413.11	2.38
CatBoost2026.06	1,401	0.24	25.3	17.2	0.333	13.1	1,659.69	0.65
ModernNCA2026.06	1,393	0.292	25.8	13.5	0.66	13.4	4,538.96	8.29
CatBoost2026.06	1,389	0.221	26.1	17.5	0.333	13.3	1,659.69	0.07
PrepLightGBM2026.06	1,375	0.28	27.1	11.3	1	12.4	20.61	1.13
LightGBM2026.06	1,372	0.169	27.3	20.8	0	14.1	413.11	0.44
TabM2026.06	1,371	0.249	27.3	18.4	0	13.4	3,145.55	0.15
PrepTabM2026.06	1,363	0.264	27.9	14.4	0.66	13.7	101.94	4.23
XGBoost2026.06	1,360	0.171	28.1	21	0	14.2	687.26	1.43
CatBoost2026.06	1,360	0.188	28.1	17.3	0.333	13.9	6.41	0.1
XGBoost2026.06	1,341	0.134	29.4	25.2	0	14.5	687.26	0.32
xRFM2026.06	1,341	0.201	29.4	19	0.333	14.6	847.29	2.12
ModernNCA2026.06	1,337	0.163	29.7	16	0.66	14.1	4,538.96	0.44
TabDPT2026.06	1,317	0.267	31.1	10.3	1	15.1	48.57	39.36
xRFM2026.06	1,317	0.169	31.2	19.3	0.333	15.4	847.29	0.11
PrepLinear2026.06	1,285	0.218	33.4	14.6	0.66	17.7	853.05	22.15
TabM2026.06	1,282	0.147	33.6	21	0.333	15.5	11.16	0.13
TorchMLP2026.06	1,282	0.127	33.6	24.1	0	15.3	2,867.82	1.86
SAP-RPT-OSS2026.06	1,282	0.201	33.6	12.9	1.333	16.7	14.34	2.08
EBM2026.06	1,260	0.086	35.2	25.8	0	17.3	3,002.79	0.42
ModernNCA2026.06	1,248	0.094	36	19.3	0.66	17.5	14.75	0.31
RealMLP2026.06	1,245	0.091	36.2	26.1	0	16.5	10.69	1.78
EBM2026.06	1,217	0.06	38.1	25.7	0.333	18	3,002.79	0.06
XGBoost2026.06	1,213	0.06	38.4	21.2	0.66	17.2	1.99	0.15
TorchMLP2026.06	1,204	0.062	39	31.5	0	17.1	2,867.82	0.12
PrepLinear2026.06	1,201	0.132	39.2	25.3	0	20.2	853.05	1.88
EBM2026.06	1,189	0.057	40	27.2	—	19	7.35	0.05
LightGBM2026.06	1,174	0.036	41	36.2	0	17.8	2.21	0.17
RandomForest2026.06	1,158	0.051	42	30.4	0	19.6	377.13	0.76
RandomForest2026.06	1,121	0.026	44.3	31.6	0.166	20.4	377.13	0.08
PrepLinear2026.06	1,105	0.067	45.3	24.5	0.333	23.4	4.59	1.7
TorchMLP2026.06	1,063	0.015	47.7	44.3	0	21.4	10.93	0.13
xRFM2026.06	1,048	0.03	48.5	39	0	24.7	3.21	0.69
RandomForest2026.06	1,000	0	50.9	44.6	0	24.7	0.45	0.05
Linear2026.06	937	0.024	53.7	30.8	0.66	32.8	237.45	0.43
Linear2026.06	914	0.02	54.6	38.1	0	33.4	237.45	0.07
Linear2026.06	831	0.002	57.4	53.7	0	35.9	1.19	0.12