Multiclass classification on TALENT Multiclass (> 10 classes) Full (avg across datasets) benchmark leaderboard · SOTA2 Research

Multiclass classification on TALENT Multiclass (> 10 classes) Full (avg across datasets)

3.75RankRealMLP

Evaluation Results

Method	Links
RealMLP2025.08		3.75	73	96.4	8.33	50	91.7	91.7	16.4
xRFM2025.08		5.46	71.8	94.9	25	50	66.7	83.3	18.3
TabR2025.08		6	72	94.8	16.7	50	50	66.7	17.2
ResNet2025.08		6.33	72	94.9	0	16.7	50	83.3	17.8
ModernNCA2025.08		6.83	71.3	91.3	33.3	41.7	50	83.3	16.8
FTT2025.08		8.79	70.9	91.9	0	8.33	25	50	18.7
MLP-PLR2025.08		8.79	71.2	92.5	0	0	25	50	18.5
MLP2025.08		9.58	71	92.2	0	0	8.33	41.7	19
Laplace KRR2025.08		10.8	67.9	88.9	0	16.7	41.7	50	21.8
DCN22025.08		11.2	70.7	91.5	0	8.33	8.33	8.33	19.3
AutoInt2025.08		12.2	70.1	89.9	0	0	0	16.7	19.4
SNN2025.08		12.2	70.4	90.6	0	0	0	33.3	19.7
CatBoost2025.08		12.8	67.9	84.2	8.33	25	33.3	33.3	21.8
Danets2025.08		15.9	68.7	88.2	0	0	0	0	21.5
Tangos2025.08		16.1	66	82.3	0	8.33	8.33	16.7	22.5
XGBoost2025.08		16.2	67.8	87.4	8.33	8.33	8.33	25	23.6
Excelformer2025.08		16.6	67.5	85.1	0	0	0	16.7	21.7
TabCaps2025.08		16.8	67	85.3	0	0	0	0	23.1
LightGBM2025.08		16.9	66.8	85	0	0	0	16.7	26.1
PTARL2025.08		18.7	65.6	82.3	0	0	0	0	23.3
kNN2025.08		20.2	63.7	80	0	0	0	8.33	27.3
RandomForest2025.08		20.7	62	78.2	0	8.33	8.33	8.33	31.1
TabTransformer2025.08		20.8	58.2	70.2	0	0	8.33	8.33	30.7
LogReg2025.08		22	53.8	62.2	0	0	0	0	33.8
SVM2025.08		25.1	48.6	52.3	0	8.33	8.33	8.33	38.5
SwitchTab2025.08		25.2	52.5	60.3	0	0	0	0	37.2
Node2025.08		26.2	53.6	61.1	0	0	0	0	40.2
GrowNet2025.08		26.2	40.2	47.7	0	0	0	0	56.5
TabNet2025.08		26.3	48.6	51.6	0	0	0	0	36.8
NaiveBayes2025.08		29.5	41	38	0	0	0	0	54.5
NCM2025.08		30.2	39.9	33.9	0	0	0	0	55.2