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Benchmarks
Row Classification on Product (test)
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94.4
Macro-F1 (XGBoost)
NAVIFE
71.624
77.537
83.45
89.363
Jun 1, 2026
Macro-F1 (XGBoost)
Macro-F1 (LR)
Macro-F1 (TabPFN)
Updated 1d ago
Evaluation Results
Method
Method
Links
Macro-F1 (XGBoost)
Macro-F1 (LR)
Macro-F1 (TabPFN)
NAVIFE
Category=FE Pipelines
2026.06
94.4
94.2
94.2
NAVI
Category=LM Encoders
2026.06
92.8
93.9
94.6
TableVec.
Category=FE Pipelines
2026.06
92
91.5
93.1
HAETAE
Category=LM Encoders
2026.06
91.5
93.8
93.3
BERT
Category=LM Encoders
2026.06
91.2
93.1
93.7
TAPAS
Category=LM Encoders
2026.06
91.1
92.5
93
w/o ESA
Category=LM Encoders
2026.06
90.9
93
93.4
Raw
Category=FE Pipelines
2026.06
88.7
82.9
91
w/o MSM
Category=LM Encoders
2026.06
84.5
90.3
89.4
CM2
Category=LM Encoders
2026.06
81.4
84.6
84.2
w/o CAE
Category=LM Encoders
2026.06
72.5
85.4
80.1
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