Watermarking on C4
100TPR (FPR < 10^-4)SRL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SRLδ=5, γ=0.12024.03 | 100 | 99 | 1.2 | |
| SRLδ=5, γ=0.52024.03 | 100 | 100 | 0.65 | |
| SRLδ=10, γ=0.52024.03 | 100 | 100 | 1.2 | |
| EMSτ=1.52024.03 | 100 | 100 | 2.6 | |
| UWConfiguration=δ-reweight2024.03 | 100 | 100 | 2.3 | |
| UWConfiguration=γ-reweight2024.03 | 100 | 100 | 1.1 | |
| DualGA∆=0.42024.03 | 100 | 100 | 0.57 | |
| DualGA∆=0.52024.03 | 100 | 100 | 1.1 | |
| SRLdelta=5, gamma=0.5, Backbone=Llama-7B2024.03 | 100 | 100 | 0.7 | |
| SRLdelta=10, gamma=0.1, Backbone=Llama-7B2024.03 | 100 | 99 | 1.7 | |
| SRLdelta=10, gamma=0.5, Backbone=Llama-7B2024.03 | 100 | 99 | 1.1 | |
| UWMode=delta-reweight, Backbone=Llama-7B2024.03 | 100 | 100 | 2 | |
| UWMode=gamma-reweight, Backbone=Llama-7B2024.03 | 100 | 99 | 1.3 | |
| DualGADelta=0.4, Backbone=Llama-7B2024.03 | 100 | 98 | 0.61 | |
| DualGADelta=0.5, Backbone=Llama-7B2024.03 | 100 | 100 | 0.93 | |
| SRLδ=5, γ=0.72024.03 | 99 | 97 | 0.35 | |
| SRLδ=10, γ=0.12024.03 | 99 | 99 | 1.4 | |
| ATWδ=5, α=22024.03 | 99 | 92 | 0.36 | |
| DualGA∆=0.32024.03 | 99 | 98 | 0.34 | |
| SRLdelta=5, gamma=0.1, Backbone=Llama-7B2024.03 | 99 | 98 | 1.3 | |
| SRLdelta=10, gamma=0.7, Backbone=Llama-7B2024.03 | 99 | 96 | 0.62 | |
| SRLδ=10, γ=0.72024.03 | 98 | 93 | 0.57 | |
| EMStau=1.5, Backbone=Llama-7B2024.03 | 98 | 98 | 2.4 | |
| DualGADelta=0.3, Backbone=Llama-7B2024.03 | 97 | 96 | 0.33 | |
| SRLdelta=5, gamma=0.7, Backbone=Llama-7B2024.03 | 96 | 92 | 0.39 | |
| EMStau=1, Backbone=Llama-7B2024.03 | 94 | 87 | 0.98 | |
| ATWdelta=5, alpha=2, Backbone=Llama-7B2024.03 | 93 | 90 | 0.32 | |
| DualGA∆=0.22024.03 | 92 | 91 | 0.28 | |
| EMSτ=12024.03 | 90 | 82 | 1.03 | |
| DualGADelta=0.2, Backbone=Llama-7B2024.03 | 90 | 70 | 0.15 | |
| ATWδ=1, α=22024.03 | 51 | 29 | 0.07 | |
| SRLdelta=1, gamma=0.5, Backbone=Llama-7B2024.03 | 49 | 18 | 0.07 | |
| EMStau=0.5, Backbone=Llama-7B2024.03 | 44 | 21 | 0.65 | |
| EMSτ=0.52024.03 | 38 | 16 | 0.71 | |
| ATWdelta=1, alpha=2, Backbone=Llama-7B2024.03 | 34 | 13 | 0.05 | |
| SRLδ=1, γ=0.52024.03 | 27 | 9 | 0.05 | |
| SRLdelta=1, gamma=0.7, Backbone=Llama-7B2024.03 | 22 | 4 | 0.05 | |
| SRLδ=1, γ=0.72024.03 | 17 | 3 | 0.04 | |
| SRLdelta=1, gamma=0.1, Backbone=Llama-7B2024.03 | 15 | 4 | 0.04 | |
| SRLδ=1, γ=0.12024.03 | 8 | 2 | 0.02 |