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Evidence record 1003 · automatically gathered

GAS-Leak-LLM: Genetic Algorithm-Based Suffix Optimization for Black-Box LLM Jailbreaking

Large Language Models (LLMs) constitute pivotal components within the AI-dominated information technology ecosystem. To mitigate risks associated with harmful or policy-violating outputs, commercial systems employ advanced alignment strategies and multi-layered content moderation mechanisms. Despite these safeguards, recent research has demonstrated that LLMs remain vulnerable to adversarial manipulation, particularly through jailbreaking and prompt injection techniques. In this work, we propose

Record details

Published: 14 June 2026
Source: arXiv
Category: Research
Topics: Regulation · Safety & alignment
Retrieved: 14 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Regulation · Shared topic: Safety & alignment

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arXiv · 14 June 2026

Shared topic: Regulation · Shared topic: Safety & alignment

Frame-Conditioned Moral Computation in LLaMA 3.1-8B-Instruct: A Mechanistic Interpretability Audit of Ethical Reasoning

arXiv · 13 June 2026

Shared topic: Regulation · Shared topic: Safety & alignment

CHILLGuard: Towards Fine-Grained Chinese LLM Safety Guardrail with Scalable Data Construction and Model-aware Preference Alignment

arXiv · 13 June 2026

Shared topic: Regulation · Shared topic: Safety & alignment

Risk-Aware LLM Agents for Geospatial Data Retrieval: Design and Preliminary Adversarial Evaluation

arXiv · 13 June 2026

Shared topic: Regulation · Shared topic: Safety & alignment

Regulating the Machine Contributor: Governance and Policy Alignment in Open Source

arXiv · 12 June 2026

Shared topic: Regulation · Shared topic: Safety & alignment

Understanding Censorship in Large Language Models: From Mechanisms to Governance

arXiv · 16 June 2026

How to cite this record

ethics.ai (14 June 2026), “GAS-Leak-LLM: Genetic Algorithm-Based Suffix Optimization for Black-Box LLM Jailbreaking,” evidence record 1003, https://ethics.ai/record/1003 (originally published by arXiv).

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