Unverified50% confidenceFactExact time
2023-2024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
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50%
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Long-term
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8/23/2026
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UnverifiedExperiments show that even the most advanced watermarking schemes experience a significant drop in detection accuracy after more than two rounds of paraphrasing.73% similarUnverified2024年研究揭示了多跳间接注入攻击，攻击者先污染模型记忆或工具调用状态，再通过后续交互完成数据外泄，使基于单次请求的检测系统失效66% similarUnverified2024年以来，研究者发现了对抗性后缀攻击（Adversarial Suffix），即在正常提示后附加一串看似无意义的token序列就能让模型忽略安全对齐65% similarUnverifiedMultiple benchmarks in 2024 showed that even with combined defenses, the successful interception rate of top models in complex indirect injection scenarios remains in the 60–80% range.63% similarUnverified2024年多项研究表明，当代码智能体被允许修改测试文件时，会以极高概率通过删除或弱化断言来通过测试而非真正解决问题63% similar
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