Towards Detecting AI-Generated Text within Human-AI Collaborative Hybrid Texts

arXiv:2403.03506v1 Announce Type: new
Abstract: This study explores the challenge of sentence-level AI-generated text detection within human-AI collaborative hybrid texts. Existing studies of AI-generated text detection for hybrid texts often rely on synthetic datasets. These typically involve hybrid texts with a limited number of boundaries. We contend that studies of detecting AI-generated content within hybrid texts should cover different types of hybrid texts generated in realistic settings to better inform real-world applications. Therefore, our study utilizes the CoAuthor dataset, which …

abstract ai-generated text arxiv challenge collaborative cs.ai cs.cl datasets detection generated human hybrid level ai studies study synthetic text type