Regression on TALENT 100 datasets benchmark leaderboard · SOTA2 Research

Regression on TALENT 100 datasets

4.7RankxRFM

Evaluation Results

Method	Links
xRFM2025.08		4.7	0.311	3.6	20	56	69	84	0.311
TabPFN-v22025.08		6.55	0.323	6.7	20	45	57	72	0.323
CatBoost2025.08		7.79	0.336	5.3	7	24	41	68	0.336
RealMLP2025.08		8.2	0.329	7.6	8	21	37	60	0.329
ModernNCA2025.08		9.39	0.365	9.7	14	30	38	57	0.365
LightGBM2025.08		9.91	0.353	6.2	6	16	34	52	0.353
XGBoost2025.08		10.6	0.355	7.1	2	12	32	47	0.355
TabR2025.08		10.7	0.365	13.3	5	20	34	46	0.365
FTT2025.08		12	0.388	14.9	3	11	17	33	0.388
Laplace KRR2025.08		12.3	0.373	10.2	3	11	21	35	0.373
MLP-PLR2025.08		12.7	0.381	14.2	0	8	15	34	0.381
Excelformer2025.08		12.7	0.399	15.7	0	2	9	28	0.399
PTARL2025.08		13.1	0.39	11.4	2	6	9	20	0.39
RandomForest2025.08		13.3	0.389	8.8	5	12	22	35	0.389
AutoInt2025.08		14.3	0.399	15.8	1	2	6	12	0.399
Node2025.08		14.4	0.451	19.5	0	6	18	31	0.451
MLP2025.08		15.2	0.418	16.7	1	3	4	11	0.418
DCN22025.08		15.3	0.473	22.7	0	2	10	20	0.473
ResNet2025.08		15.6	0.426	17.5	0	4	8	15	0.426
Tangos2025.08		16.3	0.432	17.3	0	1	4	9	0.432
SNN2025.08		17.2	0.419	17.4	0	2	4	8	0.419
kNN2025.08		19.1	0.459	19	2	4	4	11	0.459
TabNet2025.08		21.5	0.475	22.7	0	0	0	0	0.475
GrowNet2025.08		23	0.619	32.3	0	0	0	0	0.619
SVM2025.08		23.2	0.612	34.6	0	0	1	1	0.612
TabTransformer2025.08		26.4	1.07	75	1	1	2	3	1.07
SwitchTab2025.08		26.9	1.29	74.5	0	0	0	1	1.29
Danets2025.08		27.2	1.12	83	0	1	1	3	1.12