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ResearchFormerly WizWand

Watermark Detection Robustness on C4

96.97TP@FP=1%PMARK (Online)
-3.878822.303148.48574.6669Sep 25, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PMARK (Online)Backbone=Mistral-7B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0996.9710099.91
PMARK (Online)Backbone=OPT-1.3B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0988.4696.1597.63
PMARK (Offline)Backbone=OPT-1.3B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.097595.8398.26
UPVBackbone=OPT-1.3B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0959.278.9895.68
PMARK (Offline)Backbone=Mistral-7B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0941.6763.9591.64
KGWBackbone=Mistral-7B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0937.8265.1791.62
KGWBackbone=OPT-1.3B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0934.268.8490.51
UPVBackbone=Mistral-7B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0910.6246.4289.03
SynthIDBackbone=Mistral-7B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.097.1112.8266.33
SynthIDBackbone=OPT-1.3B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.091.8325.9869.14
KSEMSTAMPBackbone=OPT-1.3B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0900.8153.77
KSEMSTAMPBackbone=Mistral-7B, Attack Type=paragraph-level paraphrasing (GPT-3.5-turbo)2025.0902.2650.79