Tabular Data Synthesis on Aggregate of Five Tabular Datasets
1.4Marginal ErrorTabSyn
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TabSynModel Category=Diffusion-based2025.02 | 1.4 | 2.36 | 3.76 | 2.29 | 2.64 | 0.05 | |
| TabMTModel Category=Autoregressive Models2025.02 | 4.46 | 8.24 | 33.88 | 50.44 | 44.77 | 0.63 | |
| RTFModel Category=Autoregressive Models2025.02 | 5.31 | 10.42 | 3.53 | 5.25 | 28.16 | 0.45 | |
| TABGEN-ICLModel Category=LLM-Prompt-Only, Base Model=GPT-4o2025.02 | 9.14 | 12.86 | 4.93 | 2.8 | 26.7 | 0.62 | |
| CLLMModel Category=LLM-Prompt-Only, Base Model=GPT-4o2025.02 | 10.57 | 13.46 | 4 | 4.25 | 31.51 | 0.63 | |
| TABGEN-ICLModel Category=LLM-Prompt-Only, Base Model=GPT-4o-mini2025.02 | 11.39 | 17.07 | 5.54 | 4.67 | 37.63 | 0.8 | |
| STaSyModel Category=Diffusion-based2025.02 | 12.35 | 9.72 | 11.09 | 2.66 | 55.82 | 1.34 | |
| CLLMModel Category=LLM-Prompt-Only, Base Model=GPT-4o-mini2025.02 | 13.17 | 19.57 | 6.63 | 8.08 | 39.02 | 0.78 | |
| TabDDPMModel Category=Diffusion-based2025.02 | 14.04 | 8.16 | 13.37 | 2.27 | 24.21 | 0.85 | |
| TVAEModel Category=VAE-based2025.02 | 14.61 | 17.32 | 11.65 | 9.11 | 41.72 | 0.63 | |
| GReaTModel Category=LLM-Finetuned2025.02 | 15.53 | 10.48 | 1.19 | 10.06 | 48.28 | 1.06 | |
| CTGANModel Category=GAN-based2025.02 | 16.36 | 20.33 | 30.65 | 11.41 | 42.9 | 0.91 | |
| CoDiModel Category=Diffusion-based2025.02 | 21.7 | 24.92 | 9.89 | 6.74 | 57.88 | 1.07 |