Text Watermarking on C4
4.21PPL
BiMark
Updated 18d ago
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.07 | 4.21 | - | - | - | - | - | - | - | - | - | - | - | - | 96.1 | |
2026.07 | 4.25 | - | - | - | - | - | - | - | - | - | - | - | - | 91.4 | |
2026.07 | 4.26 | - | - | - | - | - | - | - | - | - | - | - | - | 73.1 | |
2026.07 | 4.26 | - | - | - | - | - | - | - | - | - | - | - | - | 81.2 | |
2026.07 | 4.27 | - | - | - | - | - | - | - | - | - | - | - | - | 84.3 | |
2026.07 | 4.27 | - | - | - | - | - | - | - | - | - | - | - | - | 85.6 | |
2026.07 | 4.28 | - | - | - | - | - | - | - | - | - | - | - | - | 76.7 | |
2026.07 | 4.28 | - | - | - | - | - | - | - | - | - | - | - | - | 96.6 | |
2026.07 | 4.28 | - | - | - | - | - | - | - | - | - | - | - | - | 90.4 | |
2026.07 | 4.28 | - | - | - | - | - | - | - | - | - | - | - | - | 83.3 | |
2026.07 | 4.29 | - | - | - | - | - | - | - | - | - | - | - | - | 85.2 | |
2026.07 | 4.29 | - | - | - | - | - | - | - | - | - | - | - | - | 95.3 | |
2026.07 | 4.3 | - | - | - | - | - | - | - | - | - | - | - | - | 78.8 | |
2026.07 | 4.3 | - | - | - | - | - | - | - | - | - | - | - | - | 97 | |
2026.07 | 4.3 | - | - | - | - | - | - | - | - | - | - | - | - | 97.5 | |
2026.07 | 4.3 | - | - | - | - | - | - | - | - | - | - | - | - | 87.3 | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | 74.8 | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | 86.6 | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | 74.6 | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | 93.3 | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | 99.7 | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | 95 | |
2026.07 | 4.31 | - | - | - | - | - | - | - | - | - | - | - | - | 88 | |
2026.07 | 4.32 | - | - | - | - | - | - | - | - | - | - | - | - | 80.5 | |
2026.07 | 4.32 | - | - | - | - | - | - | - | - | - | - | - | - | 76.9 | |
2026.07 | 4.32 | - | - | - | - | - | - | - | - | - | - | - | - | 82.7 | |
2026.07 | 4.32 | - | - | - | - | - | - | - | - | - | - | - | - | 89.4 | |
2026.07 | 4.32 | - | - | - | - | - | - | - | - | - | - | - | - | 99.3 | |
2026.07 | 4.32 | - | - | - | - | - | - | - | - | - | - | - | - | 91.9 | |
2026.07 | 4.32 | - | - | - | - | - | - | - | - | - | - | - | - | 83.1 | |
2026.07 | 4.32 | - | - | - | - | - | - | - | - | - | - | - | - | 82.3 | |
2026.07 | 4.33 | - | - | - | - | - | - | - | - | - | - | - | - | 84.5 | |
2026.07 | 4.33 | - | - | - | - | - | - | - | - | - | - | - | - | 73.1 | |
2026.07 | 4.33 | - | - | - | - | - | - | - | - | - | - | - | - | 70.2 | |
2026.07 | 4.33 | - | - | - | - | - | - | - | - | - | - | - | - | 90.1 | |
2026.07 | 4.33 | - | - | - | - | - | - | - | - | - | - | - | - | 98.1 | |
2026.07 | 4.33 | - | - | - | - | - | - | - | - | - | - | - | - | 79.8 | |
2026.07 | 4.36 | - | - | - | - | - | - | - | - | - | - | - | - | 93.4 | |
2026.07 | 4.36 | - | - | - | - | - | - | - | - | - | - | - | - | 92.5 | |
2026.07 | 4.37 | - | - | - | - | - | - | - | - | - | - | - | - | 68.7 | |
2026.07 | 4.64 | - | - | - | - | - | - | - | - | - | - | - | - | 80 | |
2026.07 | 4.69 | - | - | - | - | - | - | - | - | - | - | - | - | 95.4 | |
2026.07 | 4.69 | - | - | - | - | - | - | - | - | - | - | - | - | 84 | |
2026.07 | 4.71 | - | - | - | - | - | - | - | - | - | - | - | - | 87.6 | |
2026.07 | 4.75 | - | - | - | - | - | - | - | - | - | - | - | - | 83.5 | |
2026.07 | 4.75 | - | - | - | - | - | - | - | - | - | - | - | - | 80.2 | |
2026.07 | 4.76 | - | - | - | - | - | - | - | - | - | - | - | - | 88.2 | |
2026.07 | 4.78 | - | - | - | - | - | - | - | - | - | - | - | - | 95.9 | |
2025.05 | 9.012 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.05 | 9.6618 | 1 | 0.91 | 0.9975 | 0.9763 | - | - | - | - | - | - | - | - | - | |
2025.05 | 9.6683 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.05 | 9.7391 | 0.9975 | 0.925 | 0.995 | 0.9637 | - | - | - | - | - | - | - | - | - | |
2025.05 | 9.8585 | 0.995 | 0.8975 | 0.995 | 0.9602 | - | - | - | - | - | - | - | - | - | |
2025.05 | 9.9602 | 0.995 | 0.815 | 0.9975 | 0.9058 | - | - | - | - | - | - | - | - | - | |
2025.05 | 9.9925 | 1 | 0.835 | 0.9975 | 0.9523 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.0633 | 0.9925 | 0.7925 | 0.9975 | 0.9539 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.2747 | 0.9975 | 0.6625 | 0.9925 | 0.9073 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.3701 | 0.995 | 0.7025 | 0.9899 | 0.8971 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.3852 | 1 | 0.93 | 0.9988 | 0.9701 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.4815 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.5144 | 1 | 0.9625 | 0.9987 | 0.9686 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.6303 | 1 | 0.85 | 0.9988 | 0.9588 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.6717 | 0.9975 | 0.925 | 0.9988 | 0.9628 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.8377 | 0.9975 | 0.835 | 0.9962 | 0.9566 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.8593 | 0.995 | 0.69 | 0.9962 | 0.9202 | - | - | - | - | - | - | - | - | - | |
2025.05 | 10.9324 | 0.995 | 0.8275 | 0.995 | 0.9098 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.0013 | 0.99 | 0.7125 | 0.9913 | 0.9058 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.2386 | 1 | 0.9275 | 0.9962 | 0.9727 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.3379 | 1 | 0.9375 | 1 | 0.966 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.3569 | 1 | 0.96 | 0.9975 | 0.9778 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.4777 | 1 | 0.845 | 1 | 0.9549 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.4994 | 0.99 | 0.805 | 0.995 | 0.9268 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.5042 | 0.9975 | 0.725 | 0.9975 | 0.9138 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.5065 | 0.9975 | 0.8225 | 0.9975 | 0.9501 | - | - | - | - | - | - | - | - | - | |
2025.05 | 11.5854 | 1 | 0.7425 | 0.9975 | 0.9221 | - | - | - | - | - | - | - | - | - | |
2026.07 | - | - | - | - | - | - | 4.16 | - | 4.16 | - | 4.16 | - | 4.16 | - | |
2026.07 | - | - | - | - | - | 98.7 | 4.55 | 95 | 4.57 | 91.7 | 4.56 | 88.2 | 4.49 | - | |
2026.07 | - | - | - | - | - | 98.7 | 4.65 | 95.7 | 4.65 | 92 | 4.62 | 88.6 | 4.59 | - | |
2026.07 | - | - | - | - | - | 97.6 | 4.13 | 92 | 4.13 | 88.2 | 4.1 | 84.5 | 4.12 | - | |
2026.07 | - | - | - | - | - | 92.5 | 4.05 | 84.3 | 4.12 | 81.7 | 4.15 | 76.7 | 4.18 | - | |
2026.07 | - | - | - | - | - | 93.4 | 4.14 | 85 | 4.12 | 80.7 | 4.12 | 77.3 | 4.17 | - | |
2026.07 | - | - | - | - | - | 97 | 4.08 | 91.1 | 4.13 | 86.6 | 4.1 | 82.9 | 4.1 | - | |
2026.07 | - | - | - | - | - | 98.9 | 4.03 | 95.6 | 4.05 | 92.3 | 4.08 | 89.2 | 4.08 | - | |
2026.07 | - | - | - | - | - | 99.8 | 4.14 | 99.2 | 4.13 | 98 | 4.13 | 96.3 | 4.12 | - | |
2026.07 | - | - | - | - | - | 99.8 | 4.1 | 99.4 | 4.1 | 98.6 | 4.14 | 97.4 | 4.14 | - | |
2026.07 | - | - | - | - | - | 98.2 | 4.11 | 94.3 | 4.13 | 90.4 | 4.13 | 86.9 | 4.11 | - | |
2026.07 | - | - | - | - | - | 98.9 | 4.13 | 96 | 4.14 | 93.1 | 4.13 | 90 | 4.14 | - | |
2026.07 | - | - | - | - | - | 99.1 | 4.16 | 97 | 4.17 | 94 | 4.1 | 91.2 | 4.1 | - |