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Selective Disclosure Watermarking for Large Language Models

Hiding secret messages in AI text that only some people can read

Researchers created a new watermarking system for AI-generated text that lets you hide information inside it—then reveal only parts of that hidden message to different people. Unlike older methods that force you to expose everything or nothing, this approach uses a hierarchical system that gives each reader access to only what they're authorized to see, without degrading the quality of the generated text.

As AI text generation becomes more widespread, creators need ways to prove ownership, detect misuse, and embed metadata—but without leaking sensitive information to everyone who checks the watermark. This system lets a company verify its own AI's output to one auditor while showing a copyright notice to another, without exposing proprietary details. It's especially relevant for AI systems handling sensitive domains like healthcare or finance, where different stakeholders need different proof.