Author

Yanshuo Zhang

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Preprint Aug 2026

WorldMark: A Plug-and-Play World Knowledge Interface for Cross-Host Language Model Watermarking

WorldMark is introduced, a plug-and-play interface that uses World Knowledge Memory to organize semantic and episodic knowledge in a memory graph, converts the retrieved knowledge into a token-level knowledge saliency score, and adjusts the strength of a host watermark through Asymmetric Knowledge Modulation (AKM).

Song Xiao, Yuqi Yuan, Yanshuo Zhang et al. · 0 citations