TabArena
Benchmarks
TaskDatasetSOTA resultTrendResults
TabArena
1,782Elo Rating
74
TabArena Lite
1,662Elo Rating
63
TabArena Lite
1.9Average Rank
56
TabArena Binary
89.32Avg Balanced Accuracy
56
TabArena Regression
70.11Avg Balanced Acc
56
TabArena Multiclass (6)
0.811Average Balanced Accuracy
56
TabArena
1,663Elo
54
TabArena all 51 datasets
1,800Elo Rating
38
Tabarena REG
3.46Average Rank
32
TabArena small (full 681 tasks)
1,723Elo Rating
26
TabArena medium 10k-100k (full)
2,146Elo Rating
26
TabArena
1,959Elo Rating
26
TabArena Lite
88.7Mean Accuracy
19
TabArena
0.934Churn Score
12
TabArena-Lite
1,651Elo Rating
11
TabArena Customer v0.1 (test)
0.738ROC AUC
10
TabArena 38 classification tasks subsampled 2025 (5-fold CV)
0.92Time (min)
9
Tabarena CLS
0.864AUC
9
TabArena Multiclass v1 (test)
2.3Rank
6
TabArena Binary v1 (test)
2.1Rank
6
TabArena All v1 (test)
2.3Rank
6
TabArena (3 outer-fold averages)
92.66Churn Accuracy
4