Signature filtering: a lightweight enhancement for statistical watermark detection in large language models

Chih-Duo Hong, Yen-Pang Chen, Fang Yu

Statistical watermarks help organizations attribute large language model (LLM) outputs, yet existing detectors often struggle when watermark signals are weak, texts are repetitive,…