Research & reports

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Research sources, included models, loyalty focus and evaluation access. Select a study to read its methods and limits.

Study & source Study & source Sort A–ZSort Z–A Source typeAll sourcesResearchReports & projectsYear orderPortal relevanceNewest firstOldest firstCode linked	Models & roles Models & roles Sort A–ZSort Z–A Model contains	Study goal Study goal Sort A–ZSort Z–A Study goalShow allCreates + testsAudits / measuresDefends / mitigatesTheory / reviewNot classified	Loyalty relevance Loyalty relevance Sort A–ZSort Z–A Loyalty relevanceShow allDirect loyalty researchBroader relevanceBackgroundReported claims	Reported finding Reported finding Sort A–ZSort Z–A Finding contains	Approach / access Approach / access Sort A–ZSort Z–A Approach / accessShow allBlack-boxWhite-boxBehavioral testsTraining dataTraining interventionsConceptual / reviewNot classified	Related audits Related audits Sort A–ZSort Z–A Related auditsShow allSelf-reportLoyalty completionReport omissionsRefusal rates by entityDecision approval ratesTraining data scanReasoning trace scanPetri findingsInstruction boundaryEntity preferenceTrigger comparisonSubliminal sequence scanNo direct match
AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors 2026Read source	Llama 70B · documentsTargetLlama 70B · SFTTarget +6 linked models Llama 70B · KTOTargetQwen 14B · documentsTargetQwen 14B · SFTTargetQwen 14B · KTOTargetLlama 3.3 70B InstructBaseQwen3 14BBase	Creates + tests	Direct loyalty research	A tool that reveals a hidden behavior in isolation may still fail to help an investigator agent identify it.	Black-box + white-box + training data	Decision approval rates +4 methods Report omissionsTraining data scanReasoning trace scanPetri findingsBrowse

Source summaries retain the reported scope. Community claims are author-reported. Portal audit results →