Papers with detecting watermarks
Duwak: Dual Watermarks in Large Language Models (2024.findings-acl)
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| Challenge: | Existing watermark techniques are effective in embedding single human-imperceptible and machine-detectable patterns without significantly affecting generated text quality and semantics. |
| Approach: | They propose to embed dual secret patterns in token probability distribution and sampling schemes to enhance the efficiency of watermarking. |
| Outcome: | The proposed method achieves highest watermark quality at the lowest required token count for detection, up to 70% less than existing techniques, especially under post paraphrasing attacks. |