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Tabular Data Generation on Default (test)
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0.525
MLE
CoDi
0.51424
0.58687
0.6595
0.73213
Nov 5, 2024
MLE
Rho (Correlation)
Updated 4d ago
Evaluation Results
Method
Method
Links
MLE
Rho (Correlation)
CoDi
Architecture=Diffusion...
2024.11
0.525
15.77
GOGGLE
Architecture=VAE-based
2024.11
0.584
17.02
CTGAN
Architecture=GAN-based
2024.11
0.696
16.83
TVAE
Architecture=VAE-based
2024.11
0.724
10.17
Mistral-7B ICL
Protocol=5-shot ICL
2024.11
0.732
36
Qwen2.5-14B ICL
Protocol=5-shot ICL
2024.11
0.737
27.77
SMOTE
2024.11
0.741
1.48
GReaT
Architecture=LLM-based
2024.11
0.755
19.94
TabSyn
Architecture=Diffusion...
2024.11
0.764
0.85
Real
Source=Original Data
2024.11
0.77
-
DiffLM
Architecture=Diffusion...
2024.11
0.794
9.06
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