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Benchmarks
Tabular Classification on IC
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89.2
Accuracy
TabII
74.12
78.035
81.95
85.865
Jan 22, 2026
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
TabII
2026.01
89.2
XGBoost
Inference Columns=Trai...
2026.01
85.5
CatBoost
Inference Columns=Trai...
2026.01
85.5
MediTab
Model Type=LLM-assisted
2026.01
85.4
TabPFN-v2
ICL Setup=add test wit...
2026.01
84.5
SCARF
Inference Columns=Trai...
2026.01
84.4
FT-Trans
Inference Columns=Trai...
2026.01
84.3
ResNet
Inference Columns=Trai...
2026.01
84.2
MLP
Inference Columns=Trai...
2026.01
84.1
LR
Inference Columns=Trai...
2026.01
84
TabLLM
Model Type=LLM-assisted
2026.01
84
TabNet
Inference Columns=Trai...
2026.01
83.7
TransTab
Inference Columns=All...
2026.01
83.7
TabPFN-v2
ICL Setup=with train s...
2026.01
83.6
TabPFN-v2
ICL Setup=add test wit...
2026.01
83.2
FT-Trans*
Inference Columns=All...
2026.01
74.7
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