AI-generated text boundary detection with RoFT

arXiv:2311.08349v2 Announce Type: replace
Abstract: Due to the rapid development of large language models, people increasingly often encounter texts that may start as written by a human but continue as machine-generated. Detecting the boundary between human-written and machine-generated parts of such texts is a challenging problem that has not received much attention in literature. We attempt to bridge this gap and examine several ways to adapt state of the art artificial text detection classifiers to the boundary detection setting. We …

abstract ai-generated text arxiv attention cs.cl detection development generated human language language models large language large language models literature machine people text type