Inter-column relationship preservation on Purchasing
99.92HCSGReaT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GReaTCategory=PLM-based2025.03 | 99.92 | 94.54 | 94.45 | |
| LLM-TabFlowCategory=Ours2025.03 | 99.89 | 99.92 | 96.83 | |
| GReaTModel Category=LLM-based2026.05 | 98.67 | 94.54 | 94.45 | |
| TabKGModel Category=Ours2026.05 | 98.41 | 98.73 | 96.83 | |
| SMOTECategory=Interpolation2025.03 | 81.17 | 84.82 | 99.75 | |
| TabSynCategory=Latent Space-based2025.03 | 54.99 | 56.3 | 93.15 | |
| TabSynModel Category=Latent Space-based2026.05 | 54.99 | 56.3 | 93.15 | |
| TabDDPMCategory=Latent Space-based2025.03 | 0.01 | 63.49 | 96.62 | |
| TabDDPMModel Category=Latent Space-based2026.05 | 0.01 | 63.49 | 96.62 | |
| CTGANCategory=Latent Space-based2025.03 | 0 | 36.69 | 59.39 | |
| CTGANModel Category=Latent Space-based2026.05 | 0 | 36.69 | 59.39 |