Tabular Data Generation on Magic (test)
0.946MLEReal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RealSource=Original Data2024.11 | 0.946 | — | |
| TabSynArchitecture=Diffusion-based2024.11 | 0.938 | 0.88 | |
| SMOTE2024.11 | 0.934 | 0.91 | |
| CoDiArchitecture=Diffusion-based2024.11 | 0.932 | 11.56 | |
| DiffLMArchitecture=Diffusion-based, Decoder=Mistral-v0.32024.11 | 0.917 | 7.53 | |
| GReaTArchitecture=LLM-based2024.11 | 0.888 | 16.16 | |
| TVAEArchitecture=VAE-based2024.11 | 0.887 | 8.25 | |
| Mistral-7B ICLProtocol=5-shot ICL2024.11 | 0.881 | 25.64 | |
| GPT-4 ICLProtocol=5-shot ICL2024.11 | 0.864 | 10.07 | |
| CTGANArchitecture=GAN-based2024.11 | 0.855 | 9.81 | |
| Qwen2.5-14B ICLProtocol=5-shot ICL2024.11 | 0.831 | 22.72 | |
| GOGGLEArchitecture=VAE-based2024.11 | 0.654 | 1.9 |