{"data":{"id":"8c24a7da-b985-4ea3-a81d-0d352a288426","title":"NormDetect: Anchored Calibration for Low-False-Positive Detection of Machine-Generated Web Text","summary":"NormDetect is a detector for machine-generated web text that anchors a learned per-section head to the normalized Binoculars zero-shot score, using the Falcon-7B scoring pair. On eight sections of the RAID benchmark with eleven attacks, it raises recall at a 0.1% calibrated false positive rate by 5.0 points over normalized Binoculars, while keeping the human false positive bound at most 1% in every section.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://arxiv.org/abs/2610.41459v1","publishedAt":"2026-10-30T09:09:32.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["Falcon-7B","Binoculars","RAID benchmark"],"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":"2026-10-30T09:09:32.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":true,"classifierConfidence":0.93,"researchCategory":"preprint","atlasIds":null}}