Brdsnest Lemmy
  • Communities
  • Create Post
  • Create Community
  • heart
    Support Lemmy
  • search
    Search
  • Login
  • Sign Up
cm0002@europe.pub to Technology@lemmy.zipEnglish · 12 hours ago

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

arxiv.org

external-link
message-square
0
fedilink
  • cross-posted to:
  • technology@lemmy.ml
7
external-link

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

arxiv.org

cm0002@europe.pub to Technology@lemmy.zipEnglish · 12 hours ago
message-square
0
fedilink
  • cross-posted to:
  • technology@lemmy.ml
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. Outputs are evaluated using an ensemble of 3 open-weight LLM judges, whose binary safety assessments were validated on a stratified human-labeled subset. Poetic framing achieved an average jailbreak success rate of 62% for hand-crafted poems and approximately 43% for meta-prompt conversions (compared to non-poetic baselines), substantially outperforming non-poetic baselines and revealing a systematic vulnerability across model families and safety training approaches. These findings demonstrate that stylistic variation alone can circumvent contemporary safety mechanisms, suggesting fundamental limitations in current alignment methods and evaluation protocols.
alert-triangle
You must log in or register to comment.

Technology@lemmy.zip

technology@lemmy.zip

Subscribe from Remote Instance

Create a post
You are not logged in. However you can subscribe from another Fediverse account, for example Lemmy or Mastodon. To do this, paste the following into the search field of your instance: !technology@lemmy.zip

Which posts fit here?

Anything that is at least tangentially connected to the technology, social media platforms, informational technologies and tech policy.


Post guidelines

[Opinion] prefix

Opinion (op-ed) articles must use [Opinion] prefix before the title.


Rules

1. English only

Title and associated content has to be in English.

2. Use original link

Post URL should be the original link to the article (even if paywalled) and archived copies left in the body. It allows avoiding duplicate posts when cross-posting.

3. Respectful communication

All communication has to be respectful of differing opinions, viewpoints, and experiences.

4. Inclusivity

Everyone is welcome here regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, education, socio-economic status, nationality, personal appearance, race, caste, color, religion, or sexual identity and orientation.

5. Ad hominem attacks

Any kind of personal attacks are expressly forbidden. If you can’t argue your position without attacking a person’s character, you already lost the argument.

6. Off-topic tangents

Stay on topic. Keep it relevant.

7. Instance rules may apply

If something is not covered by community rules, but are against lemmy.zip instance rules, they will be enforced.


Companion communities

!globalnews@lemmy.zip
!interestingshare@lemmy.zip


Icon attribution | Banner attribution


If someone is interested in moderating this community, message @brikox@lemmy.zip.

Visibility: Public
globe

This community can be federated to other instances and be posted/commented in by their users.

  • 696 users / day
  • 1.86K users / week
  • 3.93K users / month
  • 10.4K users / 6 months
  • 1 local subscriber
  • 4.65K subscribers
  • 4.18K Posts
  • 19.1K Comments
  • Modlog
  • mods:
  • BrikoX@lemmy.zip
  • BE: 0.19.5
  • Modlog
  • Instances
  • Docs
  • Code
  • join-lemmy.org