Beyond Perplexity: Character Distribution Signatures and the MDTA Benchmark for AI Text Detection
arXiv:2605.01647v1 Announce Type: new
Abstract: Training-free AI text detection methods primarily rely on model log-probabilities, achieving strong performance through approaches like Binoculars and DNA-DetectLLM. However, these methods face a fundame…