Safety & Alignment

Watermarking

Embedding statistical patterns into model outputs so they can be detected as AI-generated.

Definition

Watermarking biases token sampling toward a secret 'green list' of tokens, leaving a statistical signature detectable to anyone with the key. Image watermarks (SynthID) embed signals in pixel space. Adoption is uneven and active research explores robustness to paraphrasing.

Common use cases

  • Provenance
  • AI detection
  • Content authentication

Related terms

    Watermarking — AI Glossary | Railwail