ChainMark: Model-Free LLM Watermarking with Closed-Form Calibration

Chengheng Li-Chen, Kyuhee Kim

Regulatory regimes such as the EU AI Act mandate machine-readable marking of synthetic text, but existing watermark detectors rely on the generating LM and on heuristic thresholds…