{"data":{"id":"387de029-365c-484d-a184-6f858f729813","title":"A Generative AI Application for Qualitative Automatic Population of Multimedia Knowledge Graphs","summary":"The authors propose an approach for automatically populating a multimedia knowledge graph (MKG) using generative AI image synthesis. Their method computes a quality index (QI) from established evaluation metrics to replace much of the manual image quality checking, while keeping expert review for unclear or safety-critical cases. They built an MKG from its textual counterpart and report that QI-based rankings track expert judgments, evaluate faster, and match original training performance when neural networks are trained on the synthetic MKG.","solution":"N/A -- no mitigation discussed in source.","labels":["research","industry"],"sourceUrl":"http://ieeexplore.ieee.org/document/11271189","publishedAt":"2025-11-28T13:16:46.000Z","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":"2025-11-28T13:16:46.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":false,"classifierConfidence":0.6,"researchCategory":"peer_reviewed","atlasIds":null}}