Tabular Data Watermarking on Magic
91.7DensityW/O
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| W/O2025.11 | 91.7 | 94.5 | 67.2 | 82.3 | — | — | — | |
| TabularMarkBatch size=1K rows, Detector=cell-based2025.11 | 91.7 | 94.3 | 67.4 | 82.2 | 9.666 | 0 | 90 | |
| TabularMarkBatch size=5K rows, Detector=cell-based2025.11 | 91.7 | 94.3 | 67.4 | 82.2 | 22.02 | 0 | 100 | |
| TAB-DRWBatch size=1K rows, Detector=row-level, Hyperparameters (gamma, delta)=(0.5, 0.5)2025.11 | 91.7 | 93.7 | 67.6 | 81.8 | 27.34 | 0 | 100 | |
| TAB-DRWBatch size=5K rows, Detector=row-level, Hyperparameters (gamma, delta)=(0.5, 0.5)2025.11 | 91.7 | 93.7 | 67.6 | 81.8 | 61.42 | 0 | 100 | |
| GLWBatch size=1K rows, Detector=row-level2025.11 | 91.5 | 94.4 | 66.9 | 81.6 | 77.05 | 0 | 100 | |
| GLWBatch size=5K rows, Detector=row-level2025.11 | 91.5 | 94.4 | 66.9 | 81.6 | 172.2 | 0 | 100 | |
| MUSEBatch size=1K rows, Detector=row-level2025.11 | 91.2 | 94.3 | 67.2 | 82.4 | 15.84 | 0 | 100 | |
| MUSEBatch size=5K rows, Detector=row-level2025.11 | 91.2 | 94.3 | 67.2 | 82.4 | 35.31 | 0 | 100 | |
| TabWak*Batch size=1K rows, Detector=row-level2025.11 | 91.2 | 92.1 | 67.1 | 82.7 | 8.608 | 0 | 100 | |
| TabWak*Batch size=5K rows, Detector=row-level2025.11 | 91.2 | 92.1 | 67.1 | 82.7 | 19.83 | 0 | 100 |