Watermarking on LFQA
100TPR (FPR < 10^-4)SRL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SRLδ=5, γ=0.12024.03 | 100 | 100 | 1.2 | |
| SRLδ=5, γ=0.52024.03 | 100 | 100 | 0.65 | |
| SRLδ=10, γ=0.12024.03 | 100 | 99 | 1.4 | |
| SRLδ=10, γ=0.52024.03 | 100 | 99 | 1.2 | |
| EMSτ=1.52024.03 | 100 | 100 | 2.7 | |
| UWConfiguration=δ-reweight2024.03 | 100 | 100 | 2.1 | |
| UWConfiguration=γ-reweight2024.03 | 100 | 99 | 1.2 | |
| ATWδ=5, α=22024.03 | 100 | 96 | 0.36 | |
| DualGA∆=0.42024.03 | 100 | 99 | 0.59 | |
| DualGA∆=0.52024.03 | 100 | 100 | 0.97 | |
| SRLδ=5, γ=0.72024.03 | 99 | 96 | 0.35 | |
| SRLδ=10, γ=0.72024.03 | 98 | 92 | 0.54 | |
| DualGA∆=0.32024.03 | 98 | 98 | 0.31 | |
| EMSτ=12024.03 | 92 | 87 | 0.46 | |
| DualGA∆=0.22024.03 | 89 | 87 | 0.27 | |
| ATWδ=1, α=22024.03 | 56 | 33 | 0.07 | |
| SRLδ=1, γ=0.52024.03 | 31 | 11 | 0.05 | |
| EMSτ=0.52024.03 | 22 | 14 | 0.54 | |
| SRLδ=1, γ=0.72024.03 | 18 | 7 | 0.03 | |
| SRLδ=1, γ=0.12024.03 | 17 | 6 | 0.02 | |
| SRLdelta=5, gamma=0.1, Backbone=Llama-7B2024.03 | 1 | 0.98 | 1.3 | |
| SRLdelta=5, gamma=0.5, Backbone=Llama-7B2024.03 | 1 | 1 | 0.69 | |
| SRLdelta=10, gamma=0.1, Backbone=Llama-7B2024.03 | 1 | 0.98 | 1.5 | |
| EMStau=1.5, Backbone=Llama-7B2024.03 | 1 | 1 | 1.6 | |
| UWMode=delta-reweight, Backbone=Llama-7B2024.03 | 1 | 0.99 | 1.6 | |
| DualGADelta=0.4, Backbone=Llama-7B2024.03 | 1 | 1 | 0.55 | |
| DualGADelta=0.5, Backbone=Llama-7B2024.03 | 1 | 0.98 | 0.83 | |
| SRLdelta=10, gamma=0.5, Backbone=Llama-7B2024.03 | 0.99 | 0.99 | 0.9 | |
| UWMode=gamma-reweight, Backbone=Llama-7B2024.03 | 0.99 | 0.99 | 1.1 | |
| SRLdelta=5, gamma=0.7, Backbone=Llama-7B2024.03 | 0.98 | 0.96 | 0.39 | |
| DualGADelta=0.3, Backbone=Llama-7B2024.03 | 0.98 | 0.96 | 0.3 | |
| SRLdelta=10, gamma=0.7, Backbone=Llama-7B2024.03 | 0.96 | 0.94 | 0.51 | |
| EMStau=1, Backbone=Llama-7B2024.03 | 0.94 | 0.94 | 0.91 | |
| ATWdelta=5, alpha=2, Backbone=Llama-7B2024.03 | 0.93 | 0.91 | 0.31 | |
| DualGADelta=0.2, Backbone=Llama-7B2024.03 | 0.91 | 0.72 | 0.13 | |
| SRLdelta=1, gamma=0.5, Backbone=Llama-7B2024.03 | 0.56 | 0.22 | 0.07 | |
| ATWdelta=1, alpha=2, Backbone=Llama-7B2024.03 | 0.41 | 0.27 | 0.04 | |
| SRLdelta=1, gamma=0.7, Backbone=Llama-7B2024.03 | 0.33 | 0.11 | 0.05 | |
| SRLdelta=1, gamma=0.1, Backbone=Llama-7B2024.03 | 0.31 | 0.1 | 0.04 | |
| EMStau=0.5, Backbone=Llama-7B2024.03 | 0.26 | 0.16 | 0.47 |