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vLLM adds distortion-free Gumbel-max text watermarking with weight-free detection

1 report1 sourceupdated 5 days ago

What happened

Summary

vLLM 这次加的水印功能,核心是用 Gumbel-max 这个数学技巧在模型随机采样时埋入可检测信号,同时保证每个 token 被选中的概率跟原来一模一样,不会让模型说话变味。具体做法是给每个候选 token 加一个用密钥和上文算出来的伪随机噪声,再选噪声后概率最大的 token;检测时拿同一把密钥和分词器就能还原这些噪声值,看文本是不是跟噪声对齐,...

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Sep 24
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    vLLM adds distortion-free Gumbel-max text watermarking with weight-free detection

    vLLM ships text watermarking based on the Gumbel-max trick, embedding a detectable signal during sampling without changing the output distribution. Generation adds only a hash lookup per token; detection needs only the secret key and tokenizer—no model weights or logits. Qwen3.5-27B benchmarks show GSM8K 93.0% vs 94.2% and MBPP 79.2% vs 77.2% with overlapping error bars, so quality holds. The post mentions a dual-key design to resist collusion but doesn't detail key-management practices.