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Arno Libert

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#artificial intelligence Open access Sep 2026

Measuring AI Accountability Through Argumentation Analysis: Can Model Reasoning Withstand Scrutiny?

This work investigates an alternative standard designed to function despite ambiguity: structural quality of the defence a model can mount for its verdicts in response to critical questions, measured through a four-phase dialectical protocol grounded in Walton’s theory of argumentation schemes and Govier’s criteria for...

Daan R. Henselmans, Derck W. E. Prinzhorn, Arno Libert · 1 citation
#artificial intelligence Open access Sep 2026

Moral Competence Before Moral Content: Why LLM Agents Lack the Prerequisites for Coherent Alignment

Evaluating nine frontier models under a factorial design of five paraphrases, five escalation levels, and three dominance conditions, it is shown no model expresses a coherent policy across the three deployments, suggesting LLM-based agents are not currently the kind of object to which alignment can meaningfully apply.

Arno Libert, Derck W. E. Prinzhorn, Daan R. Henselmans · 1 citation

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