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Tabular Data Generation on Magic (test)
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0.946
MLE
Real
0.64232
0.72116
0.8
0.87884
Nov 5, 2024
MLE
Pearson Correlation (rho)
Updated 4d ago
Evaluation Results
Method
Method
Links
MLE
Pearson Correlation (rho)
Real
Source=Original Data
2024.11
0.946
-
TabSyn
Architecture=Diffusion...
2024.11
0.938
0.88
SMOTE
2024.11
0.934
0.91
CoDi
Architecture=Diffusion...
2024.11
0.932
11.56
DiffLM
Architecture=Diffusion...
2024.11
0.917
7.53
GReaT
Architecture=LLM-based
2024.11
0.888
16.16
TVAE
Architecture=VAE-based
2024.11
0.887
8.25
Mistral-7B ICL
Protocol=5-shot ICL
2024.11
0.881
25.64
GPT-4 ICL
Protocol=5-shot ICL
2024.11
0.864
10.07
CTGAN
Architecture=GAN-based
2024.11
0.855
9.81
Qwen2.5-14B ICL
Protocol=5-shot ICL
2024.11
0.831
22.72
GOGGLE
Architecture=VAE-based
2024.11
0.654
1.9
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