Beyond Perplexity: Character Distribution Signatures and the MDTA Benchmark for AI Text Detection

Priyadarshan Narayanasamy, Swastik Agrawal, Klint Faber +1

Training-free AI text detection methods primarily rely on model log-probabilities, achieving strong performance through approaches like Binoculars and DNA-DetectLLM. However, these…