TabArena

Benchmarks

Task Name	Dataset Name	SOTA Result
Binary Classification	TabArena	Elo Rating1,782	74
Multiclass Classification	TabArena Lite	Elo Rating1,662	63
Tabular Classification	TabArena Binary	Avg Balanced Accuracy89.32	56
Regression	TabArena Regression	Avg Balanced Acc70.11	56
Multiclass Classification	TabArena Multiclass (6)	Average Balanced Accuracy0.8109	56
Tabular Learning	TabArena	Elo1,663	54
Regression	TabArena Lite	Elo1,779	48
Tabular Prediction	TabArena all 51 datasets	Elo Rating1,800	38
Tabular Prediction	TabArena small (full 681 tasks)	Elo Rating1,723	26
Tabular Prediction	TabArena medium 10k-100k (full)	Elo Rating2,146	26
Regression	TabArena	Elo Rating1,959	26
Tabular Data Learning	TabArena-Lite	Elo Rating1,651	11
Binary Classification	TabArena Customer v0.1 (test)	ROC AUC0.738	10
Classification	Tabarena CLS	AUC0.8638	9
Regression	Tabarena REG	RMSE0.3919	9
Tabular Classification	TabArena	Mean Rank AUC OVO6.3	7

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