Datasets:

lowdown-labs
/

fela-tab-tabarena-results

method stringlengths 10 34	elo float64 645 1.75k	elo+ float64 27.9 105	elo- float64 25.9 103	rank float64 7.14 80	winrate float64 0.05 0.93	improvability float64 0.06 0.47	improvability+ float64 0.05 0.09	improvability- float64 0.03 0.07	mrr float64 0.01 0.54	rank=1_count float64 0 21.2	rank=2_count float64 0 8.46	rank=3_count float64 0 5.27	rank>3_count float64 20 51	time_train_s float64 2.56 136k	time_infer_s float64 0.15 3.15k	time_train_s_per_1K float64 0.55 44.9k	time_infer_s_per_1K float64 0.06 1.01k	normalized-error float64 0.13 1	normalized-error-task float64 0.2 1	imputed float64 0 0.75	median_rank float64 3.78 82.2	median_improvability float64 0.02 0.39	median_loss_rescaled float64 0.01 0.8	median_metric_error float64 0.2 0.31	median_time_train_s float64 0.72 111k	median_time_infer_s float64 0.05 899	median_time_train_s_per_1K float64 0.19 28.7k	median_time_infer_s_per_1K float64 0.01 464	median_normalized-error float64 0.03 1	median_normalized-error-task float64 0.12 1	median_imputed float64 0 1	method_type stringclasses 3 values	method_subtype stringclasses 3 values	config_type stringlengths 2 17 ⌀	ta_name stringlengths 4 22	ta_suite stringclasses 13 values
TABFM (default)	1,752.7	103.5	98.8	7.141721	0.926003	0.059048	0.047679	0.029186	0.544552	21.166667	6.422222	3.388889	20.022222	608.528459	138.290741	48.16898	12.389796	0.129646	0.195844	0	3.777778	0.015176	0.009683	0.197361	136.877664	22.55528	38.805909	6.985429	0.025576	0.118147	0	config	default	TABFM	TabFM	tabarena-2026-07-13
AutoGluon 1.5 (extreme, 4h)	1,645.2	70.8	61.6	11.318192	0.875684	0.097804	0.058908	0.039992	0.209094	3.355556	3.1	3.622222	40.922222	3,781.263189	28.548287	414.213115	6.482602	0.344839	0.380181	0	8.888889	0.049347	0.037678	0.209921	2,459.961104	12.999459	289.073022	4.030577	0.312178	0.372916	0	baseline	null	null	AutoGluon_v150_eq_4h8c	tabarena-2025-12-18
TA-TABPFN-3 (default)	1,628.3	72.3	48.8	12.13268	0.865871	0.111256	0.061669	0.036456	0.213689	2.088889	6	5.266667	37.644444	25.173919	2.421382	7.270377	0.454852	0.334908	0.39235	0	9	0.047887	0.036206	0.206639	14.879549	0.586181	3.658465	0.398819	0.293451	0.359903	0	config	default	TA-TABPFN-3	TabPFN-3	tabarena-2026-07-13
TABPFN-V2.6 (default)	1,581.6	63.2	45.8	14.626035	0.835831	0.125163	0.064441	0.038261	0.113453	0.177778	0.711111	1.288889	48.822222	108.283065	9.111072	9.014865	0.938457	0.416749	0.463047	0	12.222222	0.050431	0.052003	0.210121	14.867885	0.991807	5.48258	0.554803	0.408976	0.425252	0	config	default	TABPFN-V2.6	TabPFN-v2.6	tabarena-2026-03-18
REALTABPFN-V2.5 (tuned + ensemble)	1,563.1	62.8	56.2	15.715251	0.822708	0.122504	0.057907	0.032823	0.131264	0.527778	1.138889	3.033333	46.3	18,812.683671	176.099425	2,791.349481	21.556574	0.444691	0.478372	0	12.222222	0.046534	0.042022	0.21084	7,147.794862	22.489033	2,040.222842	8.90766	0.404796	0.412109	0	hpo	tuned_ensemble	REALTABPFN-V2.5	RealTabPFN-v2.5	tabarena-2025-11-12
TABICLV2 (default)	1,558.9	69.4	57.3	15.966667	0.819679	0.119391	0.05989	0.042751	0.178672	1.988889	3.644444	4.7	40.666667	16.642677	1.663133	3.961729	0.375131	0.391941	0.449049	0	11	0.060965	0.049379	0.203615	6.942457	0.353405	2.052453	0.150549	0.36521	0.389037	0	config	default	TABICLV2	TabICLv2	tabarena-2026-07-13
REALTABPFN-V2.5 (tuned)	1,523.3	61.7	47.3	18.254357	0.792116	0.129322	0.060734	0.034572	0.114895	0.872222	0.605556	1.877778	47.644444	18,812.683671	16.889689	2,791.349481	1.87885	0.48678	0.51259	0	17.333333	0.057179	0.055697	0.211046	7,147.794862	2.531905	2,040.222842	1.217879	0.438294	0.437011	0	hpo	tuned	REALTABPFN-V2.5	RealTabPFN-v2.5	tabarena-2025-11-12
REALTABPFN-V2.5 (default)	1,495.3	54.1	39.9	20.200218	0.768672	0.134973	0.059092	0.036527	0.083236	0.066667	0.277778	1.044444	49.611111	69.939718	11.313601	8.235754	1.350048	0.518057	0.561493	0	17.616667	0.068032	0.052562	0.210746	16.303798	1.636674	5.809799	0.64497	0.476918	0.551712	0	config	default	REALTABPFN-V2.5	RealTabPFN-v2.5	tabarena-2025-11-12
TA-EXAONE-TABULAR (default)	1,474.2	105.1	101.2	21.754139	0.74995	0.125384	0.053713	0.043906	0.244258	4.055556	8.455556	3.744444	34.744444	46.812076	7.799732	4.981988	0.692325	0.416521	0.467859	0.254902	8.966667	0.071127	0.043237	0.2093	11.726606	0.811158	3.742916	0.363117	0.264357	0.305272	0	config	default	TA-EXAONE-TABULAR	EXAONE-Tabular	tabarena-2026-07-31
AutoGluon 1.4 (best, 4h)	1,474.1	51.1	44.7	21.756209	0.749925	0.144934	0.072241	0.042943	0.09409	0.033333	1.622222	2.577778	46.766667	9,137.802845	33.478032	3,375.630113	3.879599	0.594806	0.583492	0	19.888889	0.066658	0.072104	0.204569	8,083.799419	3.942127	1,735.721339	2.557954	0.584091	0.590786	0	baseline	null	null	AutoGluon_v140_bq_4h8c	tabarena-2025-11-01
REALMLP_GPU (tuned + ensemble)	1,471.9	50.6	42.5	21.924183	0.747901	0.146365	0.072087	0.03847	0.073891	0.233333	0.366667	0.344444	50.055556	31,719.44919	32.553276	3,921.635398	25.026391	0.585131	0.603767	0	20.4	0.083944	0.072297	0.204806	12,996.487455	22.29711	2,950.724448	11.974985	0.586716	0.639759	0	hpo	tuned_ensemble	REALMLP_GPU	RealMLP_GPU	tabarena-2025-09-03
TABDPT_TURBO (default)	1,430.6	48.8	43.4	25.179739	0.708678	0.15778	0.064803	0.037066	0.090431	0.533333	1.155556	1.055556	48.255556	16.103801	1.79856	4.364616	0.228971	0.606514	0.626589	0	26.333333	0.085526	0.073942	0.210326	8.435766	0.315874	2.067684	0.182419	0.603874	0.668392	0	config	default	TABDPT_TURBO	TabDPT-Turbo	tabarena-2026-07-13
TABDPT_GPU (tuned + ensemble)	1,429.9	58.2	44.2	25.233333	0.708032	0.155293	0.061475	0.042488	0.110581	1.955556	0.8	0.866667	47.377778	65,531.246288	3,150.928909	5,055.529547	299.441891	0.610056	0.626413	0	24.222222	0.088055	0.071162	0.212818	27,628.197782	654.67561	4,910.377306	286.537379	0.596835	0.614393	0	hpo	tuned_ensemble	TABDPT_GPU	TabDPT_GPU	tabarena-2025-10-20
TA-TABM (tuned + ensemble)	1,417.3	49.4	38.3	26.276362	0.695466	0.157837	0.069557	0.03863	0.068377	0.477778	0.422222	0.433333	49.666667	22,900.277254	9.413604	3,424.486446	4.91002	0.670391	0.678344	0	24.95	0.098318	0.07715	0.205455	6,568.639674	4.531344	2,450.127077	2.246866	0.651977	0.664919	0	hpo	tuned_ensemble	TA-TABM	TabM	tabarena-2026-06-26
GBM (tuned + ensemble)	1,402.5	32.7	29.8	27.529739	0.680365	0.167571	0.072708	0.04223	0.050209	0	0.144444	0	50.855556	3,088.283495	22.058381	771.469618	4.079511	0.721093	0.722958	0	26.333333	0.088112	0.090642	0.211201	1,667.667911	3.786028	417.047474	2.638674	0.735291	0.749908	0	hpo	tuned_ensemble	GBM	LightGBM	tabarena-2025-06-12
REALMLP_GPU (tuned)	1,396.3	46.7	40.7	28.064706	0.673919	0.159295	0.072768	0.037703	0.061969	0.2	0.233333	0.666667	49.9	31,719.44919	2.02035	3,921.635398	1.875341	0.687625	0.674814	0	25.266667	0.095498	0.073901	0.212458	12,996.487455	1.379629	2,950.724448	0.663132	0.659498	0.663442	0	hpo	tuned	REALMLP_GPU	RealMLP_GPU	tabarena-2025-09-03
CAT (tuned + ensemble)	1,391.3	38.3	36.7	28.497059	0.66871	0.163623	0.073867	0.041024	0.058346	0.066667	0.211111	1.033333	49.688889	11,213.630312	2.077344	2,927.315728	0.73902	0.716759	0.714625	0	27.888889	0.087136	0.073464	0.210757	4,918.091509	0.823412	1,346.210691	0.344228	0.730805	0.746471	0	hpo	tuned_ensemble	CAT	CatBoost	tabarena-2026-07-13
CAT (tuned)	1,379.3	37.8	37.8	29.547277	0.656057	0.165881	0.073667	0.041742	0.05709	0.111111	0.288889	0.511111	50.088889	11,213.630312	0.237189	2,927.315728	0.091418	0.73168	0.727507	0	30	0.092447	0.078069	0.211109	4,918.091509	0.098749	1,346.210691	0.038093	0.785082	0.769764	0	hpo	tuned	CAT	CatBoost	tabarena-2026-07-13
TABDPT_GPU (tuned)	1,379.1	54.3	51.4	29.560022	0.655903	0.166563	0.061177	0.043098	0.077069	0.144444	1.411111	0.811111	48.633333	65,531.246288	288.949555	5,055.529547	33.403656	0.676355	0.676557	0	27.266667	0.089129	0.068619	0.215881	27,628.197782	87.005739	4,910.377306	39.959736	0.668881	0.699297	0	hpo	tuned	TABDPT_GPU	TabDPT_GPU	tabarena-2025-10-20
TA-ILTM (tuned + ensemble)	1,376.6	43.9	39.6	29.781917	0.65323	0.169198	0.072268	0.040604	0.048714	0.066667	0.033333	0.016667	50.883333	49,938.405173	1,051.525374	18,955.907377	1,012.313826	0.744565	0.721343	0	30.111111	0.110076	0.102452	0.214533	54,563.331497	899.305878	12,685.08155	464.369603	0.762682	0.75609	0	hpo	tuned_ensemble	TA-ILTM	iLTM	tabarena-2026-05-13
TA-TABM (tuned)	1,365.2	45	39.5	30.794118	0.641035	0.166352	0.070011	0.038167	0.059189	0.4	0.277778	0.522222	49.8	22,900.277254	1.037428	3,424.486446	0.573437	0.735045	0.725799	0	28.555556	0.105746	0.083769	0.211359	6,568.639674	0.435972	2,450.127077	0.251294	0.727604	0.726728	0	hpo	tuned	TA-TABM	TabM	tabarena-2026-06-26
MNCA_GPU (tuned + ensemble)	1,360.8	68.9	50.9	31.18671	0.636305	0.171394	0.065565	0.041895	0.07019	0.733333	0.466667	0.127778	49.672222	50,831.511927	408.702457	6,036.627367	41.803641	0.707432	0.697527	0	27.555556	0.091074	0.094862	0.212938	14,486.050127	13.240726	4,621.665634	8.137917	0.710306	0.699394	0	hpo	tuned_ensemble	MNCA_GPU	ModernNCA_GPU	tabarena-2025-06-12
GBM (tuned)	1,360.5	27.9	25.9	31.21329	0.635985	0.174141	0.071584	0.042685	0.041807	0	0	0	51	3,088.283495	3.280152	771.469618	0.700654	0.779984	0.769055	0	31.111111	0.102392	0.099744	0.211805	1,667.667911	0.598452	417.047474	0.33376	0.829178	0.809312	0	hpo	tuned	GBM	LightGBM	tabarena-2025-06-12
CAT (default)	1,351.7	38.4	41.3	32.008715	0.626401	0.17212	0.076581	0.043159	0.054407	0.177778	0.333333	0.511111	49.977778	115.901106	0.1489	60.714664	0.080844	0.759128	0.761713	0	31.888889	0.088037	0.083074	0.211278	17.651961	0.053468	5.876676	0.024896	0.812686	0.828343	0	config	default	CAT	CatBoost	tabarena-2026-07-13
XGB (tuned + ensemble)	1,350.3	32.2	32.7	32.138017	0.624843	0.174315	0.073593	0.043622	0.042706	0.033333	0.111111	0.1	50.755556	6,066.17501	8.000446	1,229.339654	3.119618	0.778962	0.773085	0	32	0.093165	0.0972	0.214576	2,256.927688	3.059898	693.490798	1.689445	0.816846	0.825332	0	hpo	tuned_ensemble	XGB	XGBoost	tabarena-2025-06-12
TA-LIMIX (default)	1,335	76.2	59.4	33.542702	0.607919	0.172426	0.060335	0.050332	0.088279	1.422222	0.4	1.138889	48.038889	289.688308	65.641237	57.426559	14.697169	0.70064	0.704322	0	27	0.093282	0.100526	0.216	82.764843	9.569871	26.459751	6.242374	0.721427	0.718162	0	config	default	TA-LIMIX	LimiX	tabarena-2026-05-13
MNCA_GPU (tuned)	1,331.1	39	36.7	33.900763	0.603605	0.177368	0.066755	0.039551	0.051981	0.322222	0.322222	0.194444	50.161111	50,831.511927	15.584972	6,036.627367	1.722309	0.789585	0.754988	0	32.555556	0.116699	0.105137	0.213284	14,486.050127	0.585452	4,621.665634	0.474724	0.814074	0.777446	0	hpo	tuned	MNCA_GPU	ModernNCA_GPU	tabarena-2025-06-12
TA-TABSWIFT (default)	1,328.9	54.7	47.1	34.104902	0.601146	0.178251	0.070308	0.041323	0.046586	0.033333	0.066667	0.166667	50.733333	19.78519	1.279629	4.879495	0.100501	0.732712	0.759168	0	32.777778	0.105544	0.104447	0.215593	4.630837	0.170874	1.175339	0.071968	0.788519	0.782394	0	config	default	TA-TABSWIFT	TabSwift	tabarena-2026-07-13
XGB (tuned)	1,328.5	30.8	32.2	34.137582	0.600752	0.177312	0.07341	0.043268	0.039745	0.111111	0.1	0	50.788889	6,066.17501	1.619079	1,229.339654	0.700122	0.813371	0.797422	0	34.9	0.103284	0.09649	0.214986	2,256.927688	0.417747	693.490798	0.308076	0.867202	0.844237	0	hpo	tuned	XGB	XGBoost	tabarena-2025-06-12
XRFM_GPU (tuned + ensemble)	1,325.8	46.3	37	34.385403	0.597766	0.179984	0.073311	0.039966	0.045724	0.1	0.311111	0.15	50.438889	13,432.72131	35.745179	1,378.337634	4.645115	0.778264	0.764178	0	31	0.099357	0.092932	0.210368	2,178.440493	4.631666	846.88607	2.54926	0.783898	0.751194	0	hpo	tuned_ensemble	XRFM_GPU	xRFM_GPU	tabarena-2025-09-03
TABPFNV2_GPU (tuned + ensemble)	1,315.5	61.8	62.4	35.349129	0.586155	0.183894	0.069197	0.047515	0.067137	0.211111	0.466667	0.7	49.622222	9,338.425541	95.469518	2,849.025969	47.666741	0.699734	0.712244	0.352941	31.666667	0.099949	0.100429	0.227094	2,098.550691	13.798941	3,031.497965	21.441745	0.741912	0.741169	0	hpo	tuned_ensemble	TABPFNV2_GPU	TabPFNv2_GPU	tabarena-2025-06-12
CHIMERA (tuned + ensemble)	1,309.7	45.9	56.1	35.887037	0.579674	0.188602	0.080717	0.04881	0.044481	0.033333	0	0.111111	50.855556	2,653.371011	4.287136	1,085.193564	1.024019	0.796201	0.795867	0	33.111111	0.103246	0.110353	0.214155	1,929.134479	0.864972	427.39175	0.404076	0.894844	0.879197	0	hpo	tuned_ensemble	CHIMERA	ChimeraBoost	tabarena-2026-07-13
TABDPT_GPU (default)	1,306.2	59.8	48.8	36.22146	0.575645	0.18939	0.063999	0.041715	0.061668	0.1	0.744444	0.888889	49.266667	662.326875	308.367337	47.125329	43.520794	0.741128	0.749747	0	34	0.102711	0.105728	0.216599	267.109	111.104207	47.646688	43.737812	0.809192	0.845142	0	config	default	TABDPT_GPU	TabDPT_GPU	tabarena-2025-10-20
MITRA_GPU (default)	1,305.1	60.7	62.6	36.32342	0.574417	0.188977	0.069313	0.049504	0.063051	0.277778	0.833333	0.722222	49.166667	418.242588	6.448167	122.881908	3.202611	0.711057	0.739008	0.352941	30.666667	0.106369	0.102267	0.227507	79.295124	1.026919	87.645081	2.504791	0.751005	0.751867	0	config	default	MITRA_GPU	Mitra_GPU	tabarena-2025-09-03
TABICL_GPU (default)	1,297.2	53.2	58	37.062527	0.565512	0.187908	0.051948	0.04193	0.050549	0.033333	0.366667	0.322222	50.277778	82.803348	14.446106	7.466879	1.684342	0.764099	0.775984	0.294118	34.777778	0.099561	0.095898	0.216593	20.06199	1.316457	6.627012	1.47966	0.830449	0.846759	0	config	default	TABICL_GPU	TabICL_GPU	tabarena-2025-06-12
CHIMERA (tuned)	1,287.3	40.9	56.7	38.001089	0.554204	0.191792	0.080431	0.048667	0.040893	0	0.111111	0.288889	50.6	2,653.371011	0.340798	1,085.193564	0.094175	0.824931	0.814101	0	35.25	0.109288	0.118065	0.214813	1,929.134479	0.08125	427.39175	0.033651	0.92672	0.887366	0	hpo	tuned	CHIMERA	ChimeraBoost	tabarena-2026-07-13
XRFM_GPU (tuned)	1,282.2	42.8	38.2	38.483115	0.548396	0.191712	0.07276	0.040891	0.038871	0.144444	0.066667	0.161111	50.627778	13,432.72131	2.520816	1,378.337634	0.297378	0.831792	0.820031	0	38	0.107883	0.10182	0.211544	2,178.440493	0.225125	846.88607	0.130274	0.910949	0.851694	0	hpo	tuned	XRFM_GPU	xRFM_GPU	tabarena-2025-09-03
TA-TABM (default)	1,278	44.6	40.6	38.885294	0.543551	0.18652	0.075797	0.039651	0.039646	0.144444	0.066667	0.244444	50.544444	63.241816	0.968119	11.547079	0.556776	0.820209	0.814521	0	37.233333	0.107781	0.106356	0.213652	18.697803	0.373475	7.486464	0.243525	0.913834	0.86449	0	config	default	TA-TABM	TabM	tabarena-2026-06-26
TA-ILTM (tuned)	1,276.9	36	30.6	38.988998	0.542301	0.187414	0.073163	0.04348	0.036702	0.055556	0.055556	0.066667	50.822222	49,938.405173	189.617893	18,955.907377	248.128054	0.865466	0.835595	0	39.888889	0.120527	0.114479	0.216311	54,563.331497	167.904822	12,685.08155	62.129902	0.982292	0.879243	0	hpo	tuned	TA-ILTM	iLTM	tabarena-2026-05-13
NN_TORCH (tuned + ensemble)	1,263.7	45.7	43.5	40.243028	0.527192	0.187807	0.074767	0.042971	0.034125	0.033333	0	0.144444	50.822222	29,590.12396	13.183613	3,730.488337	3.560573	0.855439	0.839619	0	39.888889	0.113078	0.115091	0.214789	10,848.660208	3.946355	2,875.520341	1.951625	0.97855	0.875378	0	hpo	tuned_ensemble	NN_TORCH	NeuralNetTorch	tabarena-2025-06-12
TABPFNV2_GPU (tuned)	1,262.3	58.3	54	40.373203	0.525624	0.198933	0.067255	0.043093	0.054504	0.166667	0.422222	0.433333	49.977778	9,338.425541	3.508518	2,849.025969	1.66279	0.77548	0.77561	0.352941	32.888889	0.134762	0.121469	0.227507	2,098.550691	0.509773	3,031.497965	0.461984	0.9597	0.850397	0	hpo	tuned	TABPFNV2_GPU	TabPFNv2_GPU	tabarena-2025-06-12
SAP-RPT-OSS (default)	1,262.2	54.2	50.4	40.383224	0.525503	0.200786	0.076064	0.042224	0.058467	0.544444	0.811111	0.433333	49.211111	364.899467	164.36684	21.806943	10.961898	0.808996	0.818954	0	38.111111	0.119555	0.109079	0.218173	29.76023	6.39658	14.113267	2.074558	0.968311	0.911511	0	config	default	SAP-RPT-OSS	SAP-RPT-OSS	tabarena-2025-11-25
BETA_GPU (default)	1,261.3	57	49	40.469172	0.524468	0.2025	0.073762	0.046763	0.041811	0.1	0.177778	0.2	50.522222	1,300.249526	7.361773	243.690889	2.246214	0.811781	0.827747	0.254902	38.555556	0.110383	0.125791	0.212997	611.264863	2.198293	205.883739	1.342949	0.934759	0.866716	0	config	default	BETA_GPU	BetaTabPFN_GPU	tabarena-2025-09-03
CHIMERA (default)	1,246.4	43.4	54	41.893682	0.507305	0.202987	0.080247	0.050465	0.037113	0.033333	0.255556	0.255556	50.455556	12.053814	0.290648	4.860602	0.087001	0.855663	0.846629	0	38.433333	0.110973	0.120526	0.214425	8.313939	0.082104	1.988632	0.032585	0.946887	0.913813	0	config	default	CHIMERA	ChimeraBoost	tabarena-2026-07-13
EBM (tuned + ensemble)	1,245.9	38.3	39.8	41.945425	0.506682	0.204143	0.074077	0.046061	0.032878	0.033333	0	0.066667	50.9	51,146.813634	2.231767	13,563.565091	0.847948	0.874005	0.858002	0	38.888889	0.132459	0.115726	0.215997	6,941.215928	0.48019	1,711.245852	0.14129	0.951059	0.921942	0	hpo	tuned_ensemble	EBM	ExplainableBM	tabarena-2026-07-13
TABPFNV2_GPU (default)	1,236.1	59.1	58.9	42.880392	0.495417	0.206808	0.072949	0.043147	0.046922	0.3	0.233333	0.111111	50.355556	12.045264	0.825882	4.47978	0.452914	0.797417	0.814102	0.352941	39.466667	0.13706	0.143619	0.22887	9.117409	0.421192	3.3572	0.312923	1	0.918278	0	config	default	TABPFNV2_GPU	TabPFNv2_GPU	tabarena-2025-06-12
MNCA_GPU (default)	1,235.9	36.3	33.8	42.894662	0.495245	0.209158	0.065878	0.046126	0.036758	0.311111	0.1	0.1	50.488889	252.057203	8.333707	17.798873	1.152402	0.900314	0.878595	0	43.3	0.116072	0.132468	0.218851	36.003445	0.531617	14.869686	0.307347	1	0.929725	0	config	default	MNCA_GPU	ModernNCA_GPU	tabarena-2025-06-12
REALMLP_GPU (default)	1,215.2	36.1	37.2	44.864379	0.471514	0.202631	0.071699	0.041086	0.029415	0.083333	0.083333	0	50.833333	103.49572	4.135358	14.296039	4.235334	0.920442	0.898203	0	44.222222	0.148322	0.119245	0.215284	45.712981	3.775564	10.055649	1.688795	1	0.946918	0	config	default	REALMLP_GPU	RealMLP_GPU	tabarena-2025-09-03
EBM (tuned)	1,213.1	42.3	40.1	45.067974	0.469061	0.210538	0.072979	0.045508	0.030112	0	0.033333	0.066667	50.9	51,146.813634	0.257971	13,563.565091	0.103677	0.908554	0.882754	0	43.833333	0.137052	0.130082	0.216516	6,941.215928	0.047705	1,711.245852	0.015031	1	0.940379	0	hpo	tuned	EBM	ExplainableBM	tabarena-2026-07-13
XGB (default)	1,203.9	39.1	35.7	45.936819	0.458593	0.203918	0.06968	0.041588	0.027675	0	0.111111	0	50.888889	12.86002	0.666609	3.183284	0.299939	0.931301	0.914804	0	46.466667	0.14693	0.132357	0.216671	5.82192	0.32835	1.940939	0.122623	1	0.974835	0	config	default	XGB	XGBoost	tabarena-2025-06-12
XT (tuned + ensemble)	1,200.8	42.6	41	46.231699	0.45504	0.21477	0.06833	0.044876	0.031141	0.037037	0.092593	0.231481	50.638889	1,418.039929	2.176036	655.440045	1.398416	0.91104	0.90123	0	47.666667	0.154332	0.141574	0.218032	1,240.344464	1.749261	263.037931	0.76624	1	0.983694	0	hpo	tuned_ensemble	XT	ExtraTrees	tabarena-2026-07-13
NN_TORCH (tuned)	1,196.5	42.4	42.5	46.636166	0.450167	0.204715	0.074815	0.043343	0.028056	0.033333	0.066667	0.066667	50.833333	29,590.12396	0.723488	3,730.488337	0.208664	0.917231	0.893641	0	47.111111	0.141596	0.124831	0.217839	10,848.660208	0.263108	2,875.520341	0.131113	1	0.948116	0	hpo	tuned	NN_TORCH	NeuralNetTorch	tabarena-2025-06-12
FASTAI (tuned + ensemble)	1,187.2	45.1	53.8	47.515033	0.439578	0.213511	0.075798	0.044706	0.034213	0.222222	0.133333	0.166667	50.477778	6,629.648996	16.16287	1,343.875929	7.700638	0.892561	0.889141	0	49.777778	0.144463	0.154443	0.216786	3,182.895098	10.795994	593.237788	4.466695	1	0.981334	0	hpo	tuned_ensemble	FASTAI	NeuralNetFastAI	tabarena-2025-06-12
EBM (default)	1,184.6	45.9	45.4	47.753486	0.436705	0.219912	0.075886	0.048543	0.030342	0.144444	0.033333	0.066667	50.755556	183.992048	0.184235	34.507435	0.067104	0.921265	0.901552	0	45.016667	0.143146	0.147777	0.21662	14.378006	0.045733	6.673147	0.014353	1	0.956685	0	config	default	EBM	ExplainableBM	tabarena-2026-07-13
GBM (default)	1,179.4	30.3	29.3	48.24488	0.430785	0.209707	0.070467	0.040689	0.024364	0.033333	0	0	50.966667	8.619419	1.001156	3.047023	0.252574	0.944318	0.931139	0	49.111111	0.152355	0.141872	0.217062	5.971681	0.285824	1.960033	0.141679	1	0.978201	0	config	default	GBM	LightGBM	tabarena-2025-06-12
XT (tuned)	1,176.2	40.5	45.2	48.546187	0.427154	0.222577	0.068501	0.045283	0.0331	0.162963	0.218519	0.324074	50.294444	1,418.039929	0.205066	655.440045	0.166715	0.921651	0.914474	0	51.766667	0.156714	0.146324	0.219859	1,240.344464	0.172675	263.037931	0.071213	1	0.992209	0	hpo	tuned	XT	ExtraTrees	tabarena-2026-07-13
RF (tuned + ensemble)	1,167.8	48.9	42.8	49.322985	0.417795	0.224687	0.07261	0.047059	0.030843	0.07037	0.314815	0.12037	50.494444	2,245.014869	2.632504	531.06476	1.219323	0.93414	0.920704	0	51.888889	0.145859	0.166881	0.219657	886.924971	1.847914	373.237106	0.770948	1	0.995993	0	hpo	tuned_ensemble	RF	RandomForest	tabarena-2025-06-12
TA-NORI-30M (default)	1,154.8	69.9	79.5	50.520697	0.403365	0.246393	0.070179	0.051545	0.084133	2.1	0.844444	0.566667	47.488889	23.933193	3.757388	3.839932	0.888417	0.816587	0.817102	0.745098	60.666667	0.172499	0.182003	0.2484	1.817979	0.149653	0.52655	0.079935	1	1	1	config	default	TA-NORI-30M	Nori-30M	tabarena-2026-07-13
TA-NORI (default)	1,145.2	71.6	76.9	51.403704	0.392726	0.249188	0.068991	0.052316	0.04626	0	0.722222	0.744444	49.533333	13.482724	1.582553	3.126155	0.514525	0.835787	0.837231	0.745098	60.666667	0.172499	0.190828	0.2484	1.817979	0.149653	0.52655	0.079935	1	1	1	config	default	TA-NORI	Nori	tabarena-2026-07-13
FASTAI (tuned)	1,133.1	49.6	51.6	52.500871	0.379508	0.227375	0.075918	0.044038	0.027984	0.066667	0.1	0.222222	50.611111	6,629.648996	1.02917	1,343.875929	0.608845	0.94899	0.926349	0	52.333333	0.15657	0.153993	0.217303	3,182.895098	0.811213	593.237788	0.306392	1	0.992397	0	hpo	tuned	FASTAI	NeuralNetFastAI	tabarena-2025-06-12
RF (tuned)	1,132.1	47.9	38	52.593682	0.378389	0.231748	0.071468	0.047704	0.031122	0.240741	0.185185	0.390741	50.183333	2,245.014869	0.277802	531.06476	0.155782	0.952996	0.936864	0	56.722222	0.151801	0.180129	0.220164	886.924971	0.174026	373.237106	0.085228	1	0.999826	0	hpo	tuned	RF	RandomForest	tabarena-2025-06-12
TA-ILTM (default)	1,085.1	45.6	48.4	56.719608	0.328679	0.245936	0.070998	0.047127	0.025836	0.155556	0.2	0.033333	50.611111	1,512.482294	160.640097	408.950884	145.300587	0.959103	0.953078	0	56.111111	0.20115	0.168149	0.227279	1,158.678704	141.750754	296.639292	68.173297	1	1	0	config	default	TA-ILTM	iLTM	tabarena-2026-05-13
TABSTAR (tuned)	1,084.9	67.7	76.1	56.739978	0.328434	0.276347	0.075983	0.05592	0.048916	0.477778	0.822222	0.822222	48.877778	135,847.208588	39.047375	44,860.47537	14.083448	0.891057	0.910189	0	62.611111	0.211489	0.162295	0.237318	111,461.439334	8.166819	28,729.737366	4.268053	1	1	0	hpo	tuned	TABSTAR	TabSTAR	tabarena-2026-03-18
TABSTAR (tuned + ensemble)	1,083.6	71.6	75.6	56.846841	0.327146	0.276488	0.076813	0.055702	0.05103	0.655556	0.755556	0.655556	48.933333	135,847.208588	119.452452	44,860.47537	54.706955	0.893766	0.910001	0	63.133333	0.21332	0.166147	0.237917	111,461.439334	31.950857	28,729.737366	18.811433	1	1	0	hpo	tuned_ensemble	TABSTAR	TabSTAR	tabarena-2026-03-18
PB (tuned + ensemble)	1,083.6	42.5	41.2	56.847712	0.327136	0.280035	0.061339	0.054833	0.022217	0	0	0.111111	50.888889	5,037.649151	14.715009	2,709.775718	4.165734	0.964813	0.947472	0	57.633333	0.180974	0.244879	0.249809	383.456229	2.055758	185.306706	0.599754	1	0.99668	0	hpo	tuned_ensemble	PB	PerpetualBooster	tabarena-2026-03-18
TA-ORION-MSP (default)	1,083.4	45.9	47.1	56.867102	0.326902	0.253134	0.06406	0.049839	0.023463	0.033333	0.033333	0.1	50.833333	257.701785	47.799485	28.566712	7.778228	0.945892	0.948111	0.254902	60.388889	0.180541	0.194214	0.232624	35.296216	3.05975	13.117022	2.520016	1	1	0	config	default	TA-ORION-MSP	OrionMSP	tabarena-2026-05-13
NN_TORCH (default)	1,072.8	33	44	57.759041	0.316156	0.243683	0.070831	0.047149	0.022025	0.133333	0.033333	0.033333	50.8	74.858358	0.541263	14.699152	0.199138	0.988935	0.971313	0	59.1	0.175814	0.167438	0.227587	34.192402	0.22646	9.992563	0.125805	1	1	0	config	default	NN_TORCH	NeuralNetTorch	tabarena-2025-06-12
PB (tuned)	1,048.7	40.9	40.8	59.74183	0.292267	0.293445	0.060315	0.052889	0.021853	0.033333	0.1	0	50.866667	5,037.649151	4.650449	2,709.775718	1.582479	0.98328	0.965565	0	60.666667	0.195846	0.270909	0.254839	383.456229	0.677692	185.306706	0.258138	1	0.999862	0	hpo	tuned	PB	PerpetualBooster	tabarena-2026-03-18
XRFM_GPU (default)	1,035.7	54.4	62.3	60.784749	0.279702	0.279473	0.072421	0.04476	0.019479	0	0	0	51	40.497958	3.447225	6.152491	1.718501	0.96503	0.960059	0	64.444444	0.2182	0.265002	0.251756	10.81473	1.415301	3.232867	0.918622	1	1	0	config	default	XRFM_GPU	xRFM_GPU	tabarena-2025-09-03
TABFLEX_GPU (default)	1,013.4	55	61.8	62.507407	0.258947	0.292882	0.080895	0.061591	0.022034	0.116667	0.05	0.066667	50.766667	8.329947	0.688992	2.45315	0.428959	0.965497	0.966775	0.254902	64.777778	0.204856	0.2437	0.24787	4.708629	0.388478	0.788612	0.122652	1	1	0	config	default	TABFLEX_GPU	TabFlex_GPU	tabarena-2025-09-03
XT (default)	1,008	46.8	54.2	62.90915	0.254107	0.277835	0.067414	0.05782	0.018145	0	0	0.033333	50.966667	11.539155	0.738345	4.102083	0.557198	0.984845	0.977921	0	65.888889	0.212479	0.243414	0.241797	7.371477	0.630858	1.871973	0.283408	1	1	0	config	default	XT	ExtraTrees	tabarena-2026-07-13
FASTAI (default)	1,004	51.7	57.6	63.208279	0.250503	0.272562	0.074175	0.051867	0.021573	0.133333	0.1	0	50.766667	27.993367	1.070064	4.952362	0.505456	0.990182	0.972184	0	66.533333	0.220186	0.250184	0.241269	12.973223	0.848002	2.856149	0.373178	1	1	0	config	default	FASTAI	NeuralNetFastAI	tabarena-2025-06-12
RF (default)	1,000	40.3	40.4	63.504466	0.246934	0.278351	0.066576	0.048168	0.017092	0	0	0	51	5.289521	0.187478	0.89157	0.075537	0.997812	0.988559	0	66.444444	0.211607	0.271013	0.2484	1.262825	0.087758	0.434325	0.053541	1	1	0	config	default	RF	RandomForest	tabarena-2025-06-12
KNN (tuned + ensemble)	991.1	57.2	72.7	64.15512	0.239095	0.293781	0.070237	0.05207	0.022562	0.177778	0	0.066667	50.755556	7,476.144542	282.757585	351.232532	17.530581	0.978309	0.962592	0	68.2	0.231287	0.249227	0.239475	418.869133	6.004772	129.083769	1.801432	1	1	0	hpo	tuned_ensemble	KNN	KNeighbors	tabarena-2025-10-20
TABSTAR (default)	987.7	82.1	89.7	64.396078	0.236192	0.324604	0.081538	0.061207	0.032869	0.233333	0.177778	0.4	50.188889	2,103.92435	41.737613	445.525506	15.818923	0.938343	0.942062	0	71.777778	0.259243	0.25526	0.247255	2,708.790508	9.8788	384.74563	5.348087	1	1	0	config	default	TABSTAR	TabSTAR	tabarena-2026-03-18
[New] FELA (tuned + ensemble)	984.8	66.4	90	64.601525	0.233717	0.319141	0.089452	0.071781	0.039247	1.011111	0.166667	0.033333	49.788889	169.807483	317.722825	52.503365	71.44376	0.956195	0.953255	0	72.133333	0.233492	0.354711	0.269969	161.085633	92.868564	29.612312	78.995769	1	1	0	hpo	tuned_ensemble	[New] FELA	[New] FelaTab	[New] FelaTab
[New] FELA (tuned)	971.7	66.1	91.6	65.523965	0.222603	0.330228	0.084119	0.069991	0.028414	0.133333	0.766667	0.2	49.9	169.807483	256.97813	52.503365	61.784746	0.956599	0.957959	0	73.277778	0.238627	0.366853	0.272894	161.085633	90.081703	29.612312	64.587387	1	1	0	hpo	tuned	[New] FELA	[New] FelaTab	[New] FelaTab
LR (tuned + ensemble)	959	57	90	66.387037	0.212204	0.352853	0.081298	0.063515	0.021146	0.066667	0.1	0.166667	50.666667	1,272.347694	1.9265	517.975729	0.727856	0.966238	0.967265	0	75.111111	0.270539	0.356108	0.251687	840.20105	0.746992	237.626588	0.423768	1	1	0	hpo	tuned_ensemble	LR	LinearModel	tabarena-2025-10-20
LR (tuned)	937	63.2	94.9	67.821895	0.194917	0.358159	0.083301	0.064868	0.020144	0.033333	0.233333	0	50.733333	1,272.347694	0.383136	517.975729	0.121588	0.977276	0.971356	0	76.555556	0.278592	0.356579	0.252207	840.20105	0.122916	237.626588	0.084791	1	1	0	hpo	tuned	LR	LinearModel	tabarena-2025-10-20
PB (default)	930.9	43.1	51.5	68.206972	0.190277	0.332193	0.072441	0.060361	0.019111	0.1	0.144444	0	50.755556	733.516074	0.527036	408.287723	0.266505	0.998834	0.986454	0	69.222222	0.23616	0.331861	0.262779	39.415926	0.081548	27.322832	0.028581	1	1	0	config	default	PB	PerpetualBooster	tabarena-2026-03-18
[New] FELA (default)	893.1	84	102.8	70.454684	0.163197	0.393029	0.080831	0.069328	0.023518	0.066667	0.166667	0.8	49.966667	7.479032	8.108684	2.30166	2.108337	0.973287	0.967291	0	79.555556	0.335159	0.497981	0.307822	6.764361	3.223731	1.414522	1.92793	1	1	0	config	default	[New] FELA	[New] FelaTab	[New] FelaTab
KNN (tuned)	885.9	54.3	88.2	70.853595	0.15839	0.343281	0.07122	0.055514	0.018345	0.066667	0.066667	0.033333	50.833333	7,476.144542	28.174658	351.232532	1.249048	0.989241	0.977064	0	75.666667	0.299373	0.297843	0.242429	418.869133	0.410876	129.083769	0.18043	1	1	0	hpo	tuned	KNN	KNeighbors	tabarena-2025-10-20
LR (default)	867.1	60.8	103.3	71.862963	0.146229	0.384273	0.079031	0.058183	0.018231	0.133333	0	0.033333	50.833333	6.258374	0.448839	2.592885	0.177797	0.987232	0.982051	0	77.555556	0.284091	0.39779	0.254621	4.119228	0.152038	1.190283	0.119896	1	1	0	config	default	LR	LinearModel	tabarena-2025-10-20
KNN (default)	644.7	74.2	79.7	80.004575	0.048138	0.473874	0.066205	0.056622	0.014076	0.066667	0	0	50.933333	2.556399	0.652752	0.554207	0.064691	1	0.997247	0	82.222222	0.389918	0.79948	0.297172	0.719383	0.067001	0.192862	0.036066	1	1	0	config	default	KNN	KNeighbors	tabarena-2025-10-20

FelaTab × TabArena — benchmark artifacts

Raw and evaluated results for FelaTab (a zero-shot, in-context tabular foundation model) on the TabArena v0.1 benchmark: 51 datasets, all CV splits, 0% imputed.

Dataset viewer configs

config	rows	description
`leaderboard`	84	Full TabArena leaderboard incl. the three FELA configs (Elo 985 / 972 / 893)
`results_per_split`	68,544	Per-(method, dataset, fold) metric error + train/infer times

Repo layout

eval/<run>/ — merged leaderboard (leaderboard_website.md, leaderboard.tex), figures, results_per_split.csv, per-run summary CSVs. Main result: eval/felatab_v2_full/ (2448 task-fits). Earlier runs: eval/felatab_full/ (2-config v1), eval/felatab_v2_lite/, eval/felatab_ec2*/.
raw/<run>/ — per-fold AutoGluon results.pkl files (gzip; require the tabarena + autogluon packages to unpickle; see merge_and_compare.py in the model repo for the loader).
logs/<run>_<phase>.log — driver logs; *_full.log are the completion markers.

FelaTab runs three manual configs: c1 (small tier), c2 (big tier), c3 (bagged big, n_bag=8). Classification is native zero-shot FelaTab; regression is a disclosed LightGBM delegate inside the AutoGluon wrapper (fela_ag_model.py, composite system — see the submission issue for the rationale).

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