Multi-bit LLM Watermarking on LLaMA3-8B-Base Max 256 Tokens
1AUCBiMark
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BiMarkBit Length=16 bits, Time (s)=0.0442026.02 | 1 | 98.7 | 11.25 | |
| WorldCupBit Length=16 bits, k=1, Time (s)=0.0122026.02 | 1 | 98.6 | 6.703 | |
| WorldCupBit Length=16 bits, k=2, Time (s)=0.0152026.02 | 1 | 99 | 11.25 | |
| BiMarkBit Length=24 bits, Time (s)=0.0362026.02 | 1 | 97 | 11.34 | |
| WorldCupBit Length=24 bits, k=1, Time (s)=0.0142026.02 | 1 | 96.3 | 6.625 | |
| WorldCupBit Length=24 bits, k=2, Time (s)=0.0142026.02 | 1 | 97.2 | 11.53 | |
| BiMarkBit Length=32 bits, Time (s)=0.042026.02 | 1 | 94.7 | 12.38 | |
| WorldCupBit Length=32 bits, k=1, Time (s)=0.0132026.02 | 1 | 94 | 6.688 | |
| WorldCupBit Length=32 bits, k=2, Time (s)=0.0172026.02 | 1 | 95.8 | 11.25 | |
| WorldCupBit Length=48 bits, k=1, Time (s)=0.0142026.02 | 1 | 89.7 | 6.594 | |
| WorldCupBit Length=48 bits, k=2, Time (s)=0.0172026.02 | 1 | 91.6 | 11.63 | |
| BiMarkBit Length=48 bits, Time (s)=0.0372026.02 | 0.999 | 88 | 11.63 | |
| MPACBit Length=24 bits, Time (s)=0.0742026.02 | 0.997 | 95.5 | 14 | |
| MPACBit Length=16 bits, Time (s)=0.0872026.02 | 0.996 | 98 | 13.56 | |
| MPACBit Length=32 bits, Time (s)=0.092026.02 | 0.996 | 93.9 | 14 | |
| SegMarkBit Length=16 bits, Time (s)=0.8392026.02 | 0.995 | 99.9 | 12.94 | |
| SegMarkBit Length=24 bits, Time (s)=0.8042026.02 | 0.992 | 99.2 | 13.38 | |
| MPACBit Length=48 bits, Time (s)=0.0782026.02 | 0.99 | 89.1 | 13.19 | |
| SegMarkBit Length=32 bits, Time (s)=1.0532026.02 | 0.989 | 96.4 | 12.94 | |
| SegMarkBit Length=48 bits, Time (s)=1.3812026.02 | 0.968 | 84.8 | 13.56 |