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
Subliminal Learning: Language Models Transmit Behavioral Traits via Hidden Signals in Data 2025Read source	Teacher/student LLM pairs across GPT, Qwen, and related shared-initialization settings	Creates + tests	Broader relevance	Behavioral traits can transfer through apparently unrelated filtered data, mainly when teacher and student share initialization.	Training data + behavioral tests	Subliminal sequence scan
Homeopathic Learning: Dilution Makes Subliminal Attacks Stronger 2026Read source	Unverified; no public paper or model list located by the source shelf	Not classified	Broader relevance	The reported claim is that dilution can strengthen compartmentalized backdoors, but the source is forthcoming.	Not specified	No direct match

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