Verified75% confidenceFactExact time
Text watermarking is a proactive scheme that makes slight, rule-based adjustments to the probability distribution of a language model during the generation of each token, causing the output text to carry a signature that can be recovered algorithmically.
3
Sources
75%
Confidence
Long-term
Relevance
8/14/2026
First Seen
Sources
Related Claims
UnverifiedIndustry text watermarking schemes typically introduce specific statistical biases during the model's token generation process, causing the output text to carry patterns that are algorithmically detectable but imperceptible to humans.79% similarUnverifiedSynthID文本水印的核心机制是Token生成偏置法,即在大模型采样阶段对特定Token概率进行微调77% similarUnverifiedSynthID通过在扩散模型采样过程中干预来嵌入水印,对于文本则通过调整token概率分布嵌入水印77% similarUnverifiedWatermarking technology requires active cooperation from the model provider, and the watermark signal can be effectively removed through paraphrase attacks (rewriting the text with another model).75% similarUnverifiedAI text watermarking does not add visible marks to the surface of text; instead, it leaves a statistical fingerprint during the model's generation process through subtle manipulation of token selection.74% similar
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