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ResearchFormerly WizWand

Watermark Embedding on LLM Prompts

11.1Runtime (min)PromptCOS
-82.524549.4381,181.41,813.362Sep 3, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PromptCOSBackbone=Deepseek-d-qwen2025.0911.1
PromptCOS (x2S)Backbone=Deepseek-d-qwen, Double batch size=true2025.0917.1
PromptCOSBackbone=TinyLlama-chat2025.0920.8
PromptCOS (w/o-Fil)Backbone=TinyLlama-chat, Token filtering=false2025.0926.9
PromptCOSBackbone=CodeGemma-2b2025.0927.6
PromptCOS (x2S)Backbone=TinyLlama-chat, Double batch size=true2025.0930.2
PromptCOS (w/o-Fil)Backbone=Deepseek-d-qwen, Token filtering=false2025.0934.8
PromptCOS (x2S)Backbone=CodeGemma-2b, Double batch size=true2025.0935.4
PromptCOSBackbone=Gemma2-it2025.0936
PromptCOS (w/o-Fil)Backbone=CodeGemma-2b, Token filtering=false2025.0943.2
PromptCOSBackbone=CodeGemma-7b2025.0943.2
PromptCOS (x2S)Backbone=Gemma2-it, Double batch size=true2025.0943.6
PromptCOS (w/o-Fil)Backbone=Gemma2-it, Token filtering=false2025.0950.3
PromptCOS (w/o-Fil)Backbone=CodeGemma-7b, Token filtering=false2025.0968.1
PromptCOS (x2S)Backbone=CodeGemma-7b, Double batch size=true2025.0993.7
PC*Backbone=Deepseek-d-qwen2025.09240.7
PCGBackbone=Deepseek-d-qwen2025.09253.9
PC*Backbone=TinyLlama-chat2025.09263.4
PCGBackbone=TinyLlama-chat2025.09281.7
PCGBackbone=Gemma2-it2025.09461.5
PC*Backbone=Gemma2-it2025.09471.2
PC*Backbone=CodeGemma-2b2025.09871.4
PCGBackbone=CodeGemma-2b2025.091,014.2
PC*Backbone=CodeGemma-7b2025.091,973.3
PCGBackbone=CodeGemma-7b2025.092,351.7