Local Entropy Fluctuations for Black-Box LLM-Generated Text Detection.

arXiv:2610.33767v2 Announce Type: replace Abstract: Zero-shot detection of machine-generated text is vital for mitigating the risks of large language models (LLMs) misuse. While the state-of-the-art dual-model detectors and resampling-based detectors outperfor