OpenAI adopts textGrain text watermarking from Penn/Yale researchers

weijie444 · x · 2026-10-06

Xiang Li's lab page (UPenn postdoc) reveals that textGrain, a text watermarking method, has been adopted by OpenAI — a collaboration between researchers at Penn, Yale, and OpenAI, with an OpenAI blog and technical report already published and the paper to follow.

textGrain uses optimal transport to embed a detectable signal in LLM-generated text while allowing direct control over the trade-off between watermark strength and sampling diversity. This marks a substantive step by OpenAI toward provenance for AI-generated text.

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