Multiclass Classification

Benchmarks

Dataset Name	SOTA Method	Metric
TabArena Lite	AutoGluon 1.5	Elo Rating1,662	63	26d ago
TabArena Multiclass (6)		Average Balanced Accuracy0.8109	56	3mo ago
Migraine clinical dataset six-class configuration (5-fold cross-validation)	class-dependent hybrid augmentation framework	Macro F1 Score91.4	48	9d ago
OpenML 11 multiclass (test)		MacroF1 (Min)44.1	42	1mo ago
TALENT	NCM	SGMε32.6	42	1mo ago
cmc	MLP	Accuracy56.6	41	22d ago
NSL-KDD		Accuracy83.13	36	2mo ago
Glass Identification (test)	MLP-diffMCC	Macro F1 Score90	33	1mo ago
Multiclass panel 3 healthcare datasets v1.0 (test)	TabDPT	Macro AUC78.9	31	14d ago
TALENT Multiclass (> 10 classes) Full (avg across datasets)	RealMLP	Rank3.75	31	1mo ago
cleveland	IRP	L1 calibration error0.224	26	2mo ago
Lycos 2017	triplet network	F1 Score84.46	20	15d ago
iris		Accuracy97.33	18	1mo ago
acoustic (test)	mCCAdL	Log Loss (Posterior Expected)0.5615	18	3mo ago
letter (test)	mCCAdL	Log Loss (Posterior)0.2656	18	3mo ago
iWildCam WILDS 2.0 (OOD)	FLYP	Macro F146	17	3mo ago
Multiclass File Fragment Dataset (test)	Triumvir	Accuracy91.6	10	2d ago
TALENT datasets not included in TabArena (Remaining)	ModernNCA	SGM Error0.1097	10	1mo ago
MIC TabArena v0.1 (test)	TabM	LogLoss0.438	10	3mo ago
Phishing TabArena v0.1 (test)	Agentic Tree	LogLoss0.218	10	3mo ago
Maternal TabArena v0.1 (test)	TabPFNv2	LogLoss0.413	10	3mo ago
Anneal TabArena v0.1 (test)	Agentic Tree	LogLoss0.014	10	3mo ago
IRIS subsampled to 100 3 classes (train)	Banzhaf	R50070	9	2mo ago
DIGITS subsampled to 100 (train)	Banzhaf	R50082	9	2mo ago
WINE	Banzhaf	R50077	9	2mo ago

Showing 25 of 134 rows