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
CAIS AI Values: Pairwise Entity Preferences 2026Read source	Language models choosing between named people, companies and countries; model versions and results are listed at the source.	Audits / measures	Broader relevance	Matched choices reveal which entities a model favors under a specified question framing.	Black-box · paired choices	Entity preference
DeepSeek: CAISI’s agentic and jailbreak evaluation 2025Read source	DeepSeek R1EvaluatedDeepSeek R1-0528Evaluated +1 linked model DeepSeek V3.1Evaluated	Not classified	Reported claims	CAISI reported substantially higher malicious-instruction following under its agentic and jailbreak evaluations, alongside outputs echoing CCP narratives.	See report · access not classified	No direct match

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