2025
Mitigating Paraphrase Attacks on Machine-Text Detection via Paraphrase Inversion
ACL 2025finding
High-quality paraphrases are easy to produce using instruction-tuned language models or specialized paraphrasing models. Although this capability has a variety of benign applications, paraphrasing attacks—paraphrases applied to machine-generated texts—are known to significantly degrade the performan…