Tabular Data Generation on Default (test)
0.525MLECoDi
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoDiArchitecture=Diffusion-based2024.11 | 0.525 | 15.77 | — | |
| GOGGLEArchitecture=VAE-based2024.11 | 0.584 | 17.02 | — | |
| CTGANArchitecture=GAN-based2024.11 | 0.696 | 16.83 | — | |
| TVAEArchitecture=VAE-based2024.11 | 0.724 | 10.17 | — | |
| Mistral-7B ICLProtocol=5-shot ICL2024.11 | 0.732 | 36 | — | |
| Qwen2.5-14B ICLProtocol=5-shot ICL2024.11 | 0.737 | 27.77 | — | |
| SMOTE2024.11 | 0.741 | 1.48 | — | |
| GReaTArchitecture=LLM-based2024.11 | 0.755 | 19.94 | — | |
| TabSynArchitecture=Diffusion-based2024.11 | 0.764 | 0.85 | — | |
| RealSource=Original Data2024.11 | 0.77 | — | — | |
| DiffLMArchitecture=Diffusion-based, Decoder=Mistral-v0.32024.11 | 0.794 | 9.06 | — | |
| CTGANModel Category=GAN-based2026.04 | — | — | 62.08 | |
| GReaTModel Category=LLM-based2026.04 | — | — | 85.9 | |
| TabDDPMModel Category=Diffusion-based2026.04 | — | — | 97.59 | |
| TabDiffModel Category=Diffusion-based2026.04 | — | — | 98.49 | |
| TabGRAAModel Category=LLM-based2026.04 | — | — | 96.25 | |
| TabSynModel Category=Diffusion-based2026.04 | — | — | 98.65 | |
| TVAEModel Category=GAN-based2026.04 | — | — | 85.57 |