{"data":{"id":"2e7e6bd9-fe5f-4291-a845-6a1a06a0b60d","title":"VeriSpoof: Beyond Real or Fake with One Audio LLM","summary":"VeriSpoof is an audio language model that unifies five forensic tasks with shared weights: deepfake detection, generator attribution, recording-condition analysis, synthesized-span localisation, and source verification. On 14 Speech-DF-Arena test sets, VeriSpoof-Plus reaches 2.14% pooled EER, ranking third of 28 systems and first among open-weight systems, while VeriSpoof-Base reaches 4.43% EER. The authors release both models, inference code, a demo, and the VeriSpoof-Bench evaluation suite.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://arxiv.org/abs/2611.04634v1","publishedAt":"2026-11-03T10:25:06.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["VeriSpoof","VeriSpoof-Plus","VeriSpoof-Base","VeriSpoof-Bench"],"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":"2026-11-03T10:25:06.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"model","llmSpecific":true,"classifierConfidence":0.85,"researchCategory":"preprint","atlasIds":null}}