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Benchmarks
Multi-bit Watermarking on LLM Text Generation (400 Tokens, 54 Bits)
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6.5893
Perplexity
StealthInk
5.506076
12.817838
20.1296
27.441362
Jan 29, 2026
Perplexity
AUC
TPR@1%FPR
Bit Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Perplexity
AUC
TPR@1%FPR
Bit Accuracy
StealthInk
2026.01
6.5893
0.9952
94
87.48
Gumbel-max (MirrorMark)
sampling_strategy=Gumb...
2026.01
6.8855
1
100
98.49
Non Watermark
2026.01
7.0513
-
-
-
Tour-Wmean (MirrorMark)
sampling_strategy=Tour...
2026.01
7.0888
1
100
96.65
Tour-Bayes (MirrorMark)
sampling_strategy=Tour...
2026.01
7.0888
0.9997
99.6
97.06
MPAC
2026.01
8.8811
0.996
99.4
92.27
RSBH
2026.01
33.6699
0.999
100
99.72
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