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watermarking

topic1 events
papersTODAY 04:00 UTC

DenMark: Semantic Watermarking Method Targets Diffusion Language Models

A new arXiv paper introduces DenMark, a semantic watermarking approach that embeds signals in the meaning of generated text rather than in specific token choices. This design aims to survive paraphrasing and other edits that preserve meaning, which typically break surface-level watermarks. The work focuses on diffusion language models, a class largely unaddressed by existing semantic watermarking methods built for autoregressive models.

watermarking/diffusion-models/safety/research