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Paraphrasing Attack Resilience of Various AI-Generated Text Detection Methods

arXiv cs.LG · 2026-05-15 Cached

This paper investigates the resilience of AI-generated text detection methods (fine-tuned RoBERTa, Binoculars, text feature analysis, and ensembles) against paraphrasing attacks, finding that Binoculars-inclusive ensembles are most effective but also most vulnerable to attacks, highlighting a dichotomy between performance and resilience.

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