Tabular Data Generation on Magic original (test)
95.58CDETabGRAA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TabGRAAvariant=base2026.04 | 95.58 | 89.76 | 95.26 | 47.48 | 83.25 | 70.34 | 90.87 | |
| TabDPOvariant=base2026.04 | 95.14 | 89.36 | 93.74 | 47 | 85.5 | 70.99 | 90.87 | |
| TabGRAAvariant=Logs. + Grad. diff2026.04 | 95.05 | 84.36 | 94.76 | 47.19 | 83.67 | 71.78 | 90.93 | |
| TabDPOvariant=Gradient diff.2026.04 | 94.99 | 89.02 | 94.15 | 46.87 | 84.1 | 70.86 | 90.89 | |
| TabDPOvariant=KL penalty2026.04 | 94.88 | 87.2 | 93.04 | 46.85 | 84.39 | 70.94 | 90.91 | |
| TabGRAAvariant=Logsigmoid2026.04 | 94.73 | 92.12 | 95.22 | 47.06 | 82.94 | 70.85 | 90.68 | |
| TabNPOvariant=KL penalty2026.04 | 89.26 | 79.06 | 88.05 | 45.32 | 68.59 | 77.65 | 90.66 | |
| TabNPOvariant=Gradient diff.2026.04 | 89.01 | 80.51 | 87.24 | 44.28 | 62.94 | 77.16 | 90.69 | |
| TabNPOvariant=base2026.04 | 88.65 | 87.91 | 90.27 | 45.09 | 60.64 | 79 | 90.84 | |
| TabKTOvariant=Logsigmoid2026.04 | 86.39 | 86.11 | 87.24 | 42.51 | 54.79 | 80.67 | 90.53 | |
| TabKTOvariant=Logs. + Grad. diff2026.04 | 86.33 | 87.01 | 86.86 | 42.85 | 54.33 | 80.74 | 90.57 | |
| TabKTOvariant=base2026.04 | 86.26 | 87.75 | 87.72 | 42.83 | 52.9 | 80.87 | 90.51 | |
| GReaT-FT+2026.04 | 85.19 | 89.44 | 89.44 | 39.96 | 50.66 | 85.99 | 90.09 | |
| GReaTvariant=Original2026.04 | 83.97 | 89.51 | 87.26 | 39.3 | 45.35 | 87.68 | 90.08 |