S. Romano

ARB: A Matched Authorship-Rewriting Benchmark Dataset for AI-Text Detector Evaluation

Results show that detector performance measured on the conventional human-vs-LLM benchmark does not transfer to human-authored text revised by an LLM, even though the same detectors remain largely robust to LLM-only rewriting.