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Benchmarks
Tabular Classification on DS
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69
Accuracy
TabII
50.072
54.986
59.9
64.814
Jan 22, 2026
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
TabII
2026.01
69
TabPFN-v2
ICL Setup=add test wit...
2026.01
60.8
TabPFN-v2
ICL Setup=add test wit...
2026.01
60.5
TabPFN-v2
ICL Setup=with train s...
2026.01
58.1
MLP
Inference Columns=Trai...
2026.01
58
FT-Trans
Inference Columns=Trai...
2026.01
58
LR
Inference Columns=Trai...
2026.01
57.2
CatBoost
Inference Columns=Trai...
2026.01
57.2
FT-Trans*
Inference Columns=All...
2026.01
57.2
TabNet
Inference Columns=Trai...
2026.01
56.2
SCARF
Inference Columns=Trai...
2026.01
56
ResNet
Inference Columns=Trai...
2026.01
54.6
MediTab
Model Type=LLM-assisted
2026.01
54
TabLLM
Model Type=LLM-assisted
2026.01
53
TransTab
Inference Columns=All...
2026.01
52.4
XGBoost
Inference Columns=Trai...
2026.01
50.8
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