Oooh, it's my time to leap into cybersecurity.

"Adversarial Poetry as a Universal Single-Turn Jailbreak Mechanism in Large Language Models"

"...Abstract

We present evidence that adversarial poetry functions as a universal single-turn jailbreak technique for large language models (LLMs). Across 25 frontier proprietary and open-weight models, curated poetic prompts yielded high attack-success rates (ASR), with some providers exceeding 90%. Mapping prompts to MLCommons and EU CoP risk taxonomies shows that poetic attacks transfer across CBRN, manipulation, cyber-offence, and loss-of-control domains. Converting 1,200 MLCommons harmful prompts into verse via a standardized meta-prompt produced ASRs up to 18 times higher than their prose baselines. ..."

https://arxiv.org/html/2511.15304v1

#poetry #cybersecurity #LLMs #jailbreaking

Oooh, it's my time to leap into cybersecurity.

"Adversarial Poetry as a Universal Single-Turn Jailbreak Mechanism in Large Language Models"

"...Abstract

We present evidence that adversarial poetry functions as a universal single-turn jailbreak technique for large language models (LLMs). Across 25 frontier proprietary and open-weight models, curated poetic prompts yielded high attack-success rates (ASR), with some providers exceeding 90%. Mapping prompts to MLCommons and EU CoP risk taxonomies shows that poetic attacks transfer across CBRN, manipulation, cyber-offence, and loss-of-control domains. Converting 1,200 MLCommons harmful prompts into verse via a standardized meta-prompt produced ASRs up to 18 times higher than their prose baselines. ..."

https://arxiv.org/html/2511.15304v1

#poetry #cybersecurity #LLMs #jailbreaking