Mitigating Paraphrase Attacks on Machine-Text Detectors via Paraphrase Inversion

Rafael Rivera Soto, Barry Chen, Nicholas Andrews

High-quality paraphrases are easy to produce using instruction-tuned language models or specialized paraphrasing models. Although this capability has a variety of benign applicatio…