Watermark Embedding on LLM Prompts
11.1Runtime (min)PromptCOS
Evaluation Results
| Method | Links | |
|---|---|---|
| PromptCOSBackbone=Deepseek-d-qwen2025.09 | 11.1 | |
| PromptCOS (x2S)Backbone=Deepseek-d-qwen, Double batch size=true2025.09 | 17.1 | |
| PromptCOSBackbone=TinyLlama-chat2025.09 | 20.8 | |
| PromptCOS (w/o-Fil)Backbone=TinyLlama-chat, Token filtering=false2025.09 | 26.9 | |
| PromptCOSBackbone=CodeGemma-2b2025.09 | 27.6 | |
| PromptCOS (x2S)Backbone=TinyLlama-chat, Double batch size=true2025.09 | 30.2 | |
| PromptCOS (w/o-Fil)Backbone=Deepseek-d-qwen, Token filtering=false2025.09 | 34.8 | |
| PromptCOS (x2S)Backbone=CodeGemma-2b, Double batch size=true2025.09 | 35.4 | |
| PromptCOSBackbone=Gemma2-it2025.09 | 36 | |
| PromptCOS (w/o-Fil)Backbone=CodeGemma-2b, Token filtering=false2025.09 | 43.2 | |
| PromptCOSBackbone=CodeGemma-7b2025.09 | 43.2 | |
| PromptCOS (x2S)Backbone=Gemma2-it, Double batch size=true2025.09 | 43.6 | |
| PromptCOS (w/o-Fil)Backbone=Gemma2-it, Token filtering=false2025.09 | 50.3 | |
| PromptCOS (w/o-Fil)Backbone=CodeGemma-7b, Token filtering=false2025.09 | 68.1 | |
| PromptCOS (x2S)Backbone=CodeGemma-7b, Double batch size=true2025.09 | 93.7 | |
| PC*Backbone=Deepseek-d-qwen2025.09 | 240.7 | |
| PCGBackbone=Deepseek-d-qwen2025.09 | 253.9 | |
| PC*Backbone=TinyLlama-chat2025.09 | 263.4 | |
| PCGBackbone=TinyLlama-chat2025.09 | 281.7 | |
| PCGBackbone=Gemma2-it2025.09 | 461.5 | |
| PC*Backbone=Gemma2-it2025.09 | 471.2 | |
| PC*Backbone=CodeGemma-2b2025.09 | 871.4 | |
| PCGBackbone=CodeGemma-2b2025.09 | 1,014.2 | |
| PC*Backbone=CodeGemma-7b2025.09 | 1,973.3 | |
| PCGBackbone=CodeGemma-7b2025.09 | 2,351.7 |