textGrain watermarking is harder to detect: can sum-tests still do it optimally?

Swapnaneel Bhattacharyya, Soham Bonnerjee

Watermarking embeds an imperceptible signal in text from large language models that is statistically detectable with a secret key. The recent textGrain watermark (Li et. al. (2026b…