{"data":{"id":"8c6a44f0-6f66-49f9-8237-a294133ffbb2","title":"Protection Is Not One Event: A Survey of RAG Protection Research by Measured Endpoint","summary":"This survey codes 118 RAG defense papers by the endpoint each one measures, using a seven-family taxonomy with double-coded annotations (kappa=0.867). It finds that most studies measure corpus-use detection rather than content disclosure, and that most evaluations use general QA datasets and non-adaptive attacks. In the authors' testbed, a normalized 8-gram guard reduced 20-token copying to 0.0%, yet a three-query adaptive attacker still recovered 48.3% of hidden facts on Qwen3-8B.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.30193v1","publishedAt":"2026-10-21T06:17:23.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["data_extraction","rag_poisoning"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["Qwen3-8B"],"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":"2026-10-21T06:17:23.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["confidentiality"],"aiComponentTargeted":"rag","llmSpecific":true,"classifierConfidence":0.95,"researchCategory":"preprint","atlasIds":["AML.T0070"]}}