{"data":{"id":"c3bb9ca1-0c79-4d6d-aede-e56547978d19","title":"Privacy in Context Is Being Overlooked in the Age of General-Purpose LLMs","summary":"The authors argue that current prompt-privacy research is moving toward a single unified framework, which they say is misleading and can create a false sense of security because privacy depends on context. They contend that future work must confront tensions among desirable prompt-privacy properties, so attempts at a unified framework should be reconsidered.","solution":"They recommend three paths forward: application-specific deployment of LLMs, context-specific evaluation of privacy frameworks, and better privacy literacy.","labels":["privacy","research"],"sourceUrl":"https://arxiv.org/abs/2610.29925v1","publishedAt":"2026-10-21T16:01:42.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"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":"2026-10-21T16:01:42.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["confidentiality"],"aiComponentTargeted":null,"llmSpecific":true,"classifierConfidence":0.9,"researchCategory":"preprint","atlasIds":null}}