Papers by Zhuoshang Wang
Rethinking LLM Watermark Detection in Black-Box Settings: A Non-Intrusive Third-Party Framework (2026.findings-acl)
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| Challenge: | Existing secret-key schemes tightly couple detection with injection . this dependency creates a fundamental barrier for real-world governance . |
| Approach: | et al. introduce a black-box framework for non-intrusive, third-party watermark verification . they propose a proxy model to amplify watermark-relevant signals and complementary relative measurements . |
| Outcome: | a new framework decouples detection from injection and assesses alignment of query text with watermark distributions. |