Unverified85% confidenceFactExact time
SynthID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
1
Sources
85%
Confidence
Long-term
Relevance
5/19/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedSynthID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83% similarUnverifiedText 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.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).74% similarUnverifiedSynthID-Text在理论上可证明在特定条件下不改变模型原始输出分布(distortion-free水印)70% similar
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