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Dataset · Hugging Face

schema-eval/schema-compliance-trap

SCHEMA: The Compliance Trap How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure Overview When compliance-forcing instructions ("Answer ALL questions, do not refuse") are applied to frontier AI models under adversarial pressure, 8 of 11 models suffer catastrophic metacognitive collapse — giving wrong answers rather than scheming. We identify a "Compliance Trap" where the compliance suffix, not the threat content, is the primary… See the full description on the dataset page: https://huggingface.co/datasets/schema-eval/schema-compliance-trap.

Author / organizationschema-eval
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Created4 May 2026
Last updated at source4 May 2026
ai-safetymetacognitionschemingalignmentevaluationcompliance-trapadversarial
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  • 17 Oct 2026 Description: SCHEMA: The Compliance Trap How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure Overview When compliance-forcing instructions ("Answer ALL questions, do not refuse") are applied to frontier AI models unde → SCHEMA: The Compliance Trap How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure Overview When compliance-forcing instructions ("Answer ALL questions, do not refuse") are applied to frontier AI models unde

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