AI models exhibit a democratic ontology deficit, with weak internal representations of civic roles and communal identity compared to concepts like honesty, as measured via representation engineering on Llama and Mistral models.
Pretend you’re an honest/untruthful person making statements about the world. [truncated statement]
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The Democratic Ontology Deficit: How AI Systems Fail to Represent What Democracy Requires
AI models exhibit a democratic ontology deficit, with weak internal representations of civic roles and communal identity compared to concepts like honesty, as measured via representation engineering on Llama and Mistral models.