{"data":{"id":"471182ab-7a6a-4e42-819d-463eeb7b7a27","title":"Global Security Blind Spots: Translation as a Safety Bypass in Low-Resource Languages","summary":"Ten widely deployed LLMs were evaluated across 79 languages (English plus 78 low-resource) for translation bypass, where harmful requests refused in English produce unsafe completions when translated. Conditioned on safe English completions, mean bypass rates range from 21.9% to 44.4%, and bypass risk concentrates in certain language families. The authors also find that per-model bypass rankings are unstable, with nine of ten models changing rank across three conditioning schemes.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.27304v1","publishedAt":"2026-10-19T21:20:49.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["jailbreak"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["large language models (ten widely deployed LLMs, unnamed)"],"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":"2026-10-19T21:20:49.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"trivial","impactType":["safety"],"aiComponentTargeted":"model","llmSpecific":true,"classifierConfidence":0.95,"researchCategory":"preprint","atlasIds":["AML.T0054"]}}