Papers with anti-misuse tool
Position: LLM Watermarking Should Align Stakeholders’ Incentives for Practical Adoption (2026.findings-acl)
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| Challenge: | despite advances in watermarking algorithms, real-world deployment remains limited . model watermarks can be used to protect intellectual property and promote trust in AI . |
| Approach: | They propose to revisit three classes of watermarking to examine incentives for large language models . model watermarks naturally aligns with LLM provider interests, yet faces new challenges in open-source ecosystems . |
| Outcome: | The proposed methods can be used in dataset decontamination, user-controlled provenance, and in-context watermarking. |