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Benchmarks
LLM Watermark Evasion on C4 600-token SIR-watermarked
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57.7
TPR @ FPR=1%
Vanilla
1.852
16.351
30.85
45.349
Sep 27, 2025
TPR @ FPR=1%
TPR @ FPR=10%
F1 Score
LLM Judge Score
PPL
Self-BLEU
Updated 6d ago
Evaluation Results
Method
Method
Links
TPR @ FPR=1%
TPR @ FPR=10%
F1 Score
LLM Judge Score
PPL
Self-BLEU
Vanilla
Backbone=Llama-3.1-8B
2025.09
57.7
81.8
86.8
4.65
7.13
24
DIPPER-1
2025.09
41.2
78.6
86.5
3.7
8.5
25
DIPPER-2
2025.09
25.2
60.2
82.3
3.25
8.9
19
SIRA
Backbone=Llama-3.1-8B
2025.09
20.8
48.4
73.8
1.33
7.19
2
BIRA
Backbone=Llama-3.1-8B
2025.09
4
11
29.4
4.14
8.9
5
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