50

MC2^2Mark: Distortion-Free Multi-Bit Watermarking for Long Messages

Xuehao Cui
Ruibo Chen
Yihan Wu
Heng Huang
Main:8 Pages
5 Figures
Bibliography:2 Pages
5 Tables
Appendix:4 Pages
Abstract

Large language models now produce text indistinguishable from human writing, which increases the need for reliable provenance tracing. Multi-bit watermarking can embed identifiers into generated text, but existing methods struggle to keep both text quality and watermark strength while carrying long messages. We propose MC2^2Mark, a distortion-free multi-bit watermarking framework designed for reliable embedding and decoding of long messages. Our key technical idea is Multi-Channel Colored Reweighting, which encodes bits through structured token reweighting while keeping the token distribution unbiased, together with Multi-Layer Sequential Reweighting to strengthen the watermark signal and an evidence-accumulation detector for message recovery. Experiments show that MC2^2Mark improves detectability and robustness over prior multi-bit watermarking methods while preserving generation quality, achieving near-perfect accuracy for short messages and exceeding the second-best method by nearly 30% for long messages.

View on arXiv
Comments on this paper