Why it matters

Watermarking shapes attribution. Understanding shapes trust.

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The architecture

Sampling-time bias toward marked tokens.

Detection via statistical test.

Watermarking flowGenerate with biasgreen-list tokensDetect statisticallyz-score testAttributewith confidenceKirchenbauer 2023 statistical; SynthID (Google) production; evadable but raises bar
Watermarking.
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How it works end to end

Green-list / red-list token biasing.

SynthID (Google DeepMind).

Meta Stable Signature (image).

Evadable via paraphrase.