{"data":{"id":"6bae8950-796d-41e1-9a7d-33bd864c63fd","title":"A Multi-Stage Adversarial Framework for Compact and Effective Jailbreaking of Large Language Models","summary":"Researchers introduce ComJail, a compression-aware adversarial framework that jointly optimizes jailbreak prompt generation and compression in a generator-discriminator setup. On AdvBench and JailbreakBench, it reports 74% ASR on GPT-4 and 88% on Gemini-Pro, and remains effective on DeepSeek-V3, DeepSeek-R1, Vicuna-7B, and LLaMA2-13B with shorter 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,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":["OpenAI","Google","Meta"],"affectedVendorsRaw":["GPT-4","Gemini-Pro","DeepSeek-V3","DeepSeek-R1","Vicuna-7B","LLaMA2-13B"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-07-13T13:18:34.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["safety","integrity"],"aiComponentTargeted":"model","llmSpecific":true,"classifierConfidence":0.95,"researchCategory":"peer_reviewed","atlasIds":["AML.T0054"]}}