Synthetic Tabular Data Generation on Retailing
98.02Density EstimationSMOTE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SMOTEModel Category=Interpolation-based2025.03 | 98.02 | 96.21 | 93.54 | 99.41 | 72.21 | |
| LLM-TabFlowModel Category=Ours2025.03 | 96.46 | 92.52 | 99.15 | 99.18 | 27.85 | |
| TabKGArchitecture Category=Ours2026.05 | 96.46 | 92.52 | 99.15 | 99.18 | 27.85 | |
| TabSynModel Category=Latent Space-based2025.03 | 96.38 | 94.81 | 98.48 | 99.52 | 22.62 | |
| TabSynArchitecture Category=Latent Space-based2026.05 | 96.38 | 94.81 | 98.48 | 99.52 | 22.62 | |
| CTGANModel Category=Latent Space-based2025.03 | 90.38 | 74.41 | 88.9 | 82.27 | 1.71 | |
| CTGANArchitecture Category=Latent Space-based2026.05 | 90.38 | 74.41 | 88.9 | 82.27 | 1.71 | |
| GReaTModel Category=PLM-based2025.03 | 89.58 | 71 | 82.18 | 92.34 | 24.05 | |
| GReaTArchitecture Category=LLM-based2026.05 | 89.58 | 71 | 82.18 | 92.34 | 24.05 | |
| TabDDPMModel Category=Latent Space-based2025.03 | 33.11 | 36.78 | 0 | 76.23 | 0 | |
| TabDDPMArchitecture Category=Latent Space-based2026.05 | 33.11 | 36.78 | 0 | 76.23 | 0 |