Inter-column relationship preservation on Retailing
99.9HCSLLM-TabFlow
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LLM-TabFlowCategory=Ours2025.03 | 99.9 | 99.95 | 98.36 | |
| SMOTECategory=Interpolation2025.03 | 98.09 | 87.03 | 74.94 | |
| GReaTCategory=PLM-based2025.03 | 98.01 | 97.37 | 98.35 | |
| TabKGModel Category=Ours2026.05 | 97.84 | 98.41 | 97.92 | |
| GReaTModel Category=LLM-based2026.05 | 95.62 | 96.18 | 97.46 | |
| TabSynCategory=Latent Space-based2025.03 | 71.63 | 68.34 | 66.94 | |
| TabSynModel Category=Latent Space-based2026.05 | 71.63 | 68.34 | 66.94 | |
| CTGANCategory=Latent Space-based2025.03 | 39.23 | 38.87 | 30.55 | |
| CTGANModel Category=Latent Space-based2026.05 | 39.23 | 38.87 | 30.55 | |
| TabDDPMCategory=Latent Space-based2025.03 | 16.07 | 59.08 | 79.72 | |
| TabDDPMModel Category=Latent Space-based2026.05 | 16.07 | 59.08 | 79.72 |