Papers with WaterPool
WaterPool: A Language Model Watermark Mitigating Trade-Offs among Imperceptibility, Efficacy and Robustness (2025.naacl-long)
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| Challenge: | Existing methods to trace the usage of large language models often face trade-offs between imperceptibility and robustness. |
| Approach: | They propose a key-centered scheme to unify existing methods by decomposing a watermark into two components: a 'key module' and a "mark module". |
| Outcome: | The proposed method can be integrated with existing methods and achieve near-optimal imperceptibility and detection efficacy. |