{"data":{"id":"6bae8950-796d-41e1-9a7d-33bd864c63fd","title":"A Multi-Stage Adversarial Framework for Compact and Effective Jailbreaking of Large Language Models","summary":"Researchers developed ComJail, a framework that creates shorter jailbreak prompts (carefully crafted inputs designed to trick AI systems into ignoring safety rules) by combining prompt generation with compression in a single optimization process. The method produces concise prompts that remain effective at bypassing safety measures in both commercial models like GPT-4 and open-source LLMs (large language models), while being harder to detect than longer, more obvious attack prompts.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11603946","publishedAt":"2026-07-13T13:18:34.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["jailbreak"],"issueType":"research","affectedPackages":null,"affectedVendors":["OpenAI","Google","Meta"],"affectedVendorsRaw":["GPT-4","Gemini-Pro","DeepSeek-V3","DeepSeek-R1","Vicuna-7B","LLaMA2-13B"],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":"2026-07-13T13:18:34.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["safety"],"aiComponentTargeted":"model","llmSpecific":true,"classifierConfidence":0.95,"researchCategory":"peer_reviewed","atlasIds":null}}