Unverified60% confidenceFactExact time
Experiments show that even the most advanced watermarking schemes experience a significant drop in detection accuracy after more than two rounds of paraphrasing.
2
Sources
60%
Confidence
Long-term
Relevance
8/12/2026
First Seen
Sources
Related Claims
Unverified2023-2024年间多项研究表明简单的改写攻击可将水印检测率从接近100%降至接近随机猜测水平73% similarUnverifiedHigher watermark strength yields better detectability but also causes greater interference with model utility, which is the fundamental trade-off of watermarking technology.73% similarUnverifiedPerformance convergence reduces the discriminability of behavioral fingerprints: as labs increasingly use similar synthetic data and distillation techniques, the output differences between models are narrowing.71% similarUnverifiedThose relaxed verification rules that can reduce the number of verification rounds are usually accompanied by a marked drop in task accuracy.70% similar
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