Weibin Zeng

HLD: Approximate Hierarchical Linguistic Distribution Modeling for LLM-Generated Text Detection

The widespread deployment of large language models (LLMs) has made the reliable detection of AI-generated text a crucial task. However, existing zero-shot detectors typically rely on proxy models to approximate probability distributions of unknown source models at a single token level. Such approach…