LLM moral choices lack stable value rankings, averaging fakes human-like hierarchy: arXiv study

rohanpaul_ai · x · 2026-11-11

An arXiv paper tests whether LLM moral choices satisfy transitivity — a minimal necessary condition for genuinely weighing competing values. Testing 5 LLMs (incl. GPT-5.2, Gemini) on pairwise moral trade-offs, most choice sets showed only weak or unstable orderings. Worse, averaging an LLM's responses — common practice in moral evaluations — produces a transitive, human-looking hierarchy that matches no individual choice set. The authors argue AI morality evaluations must verify structure before asking about alignment.

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