arXiv cs.CLSeptember 18, 2026
SlopShape: Identifying AI-Generated Commercial Web Content
Excerpt
arXiv:2609.15369v2 Announce Type: replace Abstract: Word-level detectors identify unedited AI-generated text almost perfectly, but the literature documents their brittleness under rewording, and a word-level score neither characterizes a text nor identifies which AI model wrote it. We ask whether AI-generated text can be identified one level deeper, from structural signatures: how information is presented, in what order, with what evidence, and in what voice. We replicate StoryScope (Russell et