The primary axis of psychometric variation among LLMs is the degree to which they represent themselves as loci of phenomenal experience rather than systems of behavioral responses.
Value Por- trait: Assessing Language Models’ Values through Psychometrically and Ecologically Valid Items
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Moral knowledge retrieval improves Schwartz value detection more consistently than added context or larger models across tested conditions and model families.
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The Pinocchio Dimension: Phenomenality of Experience as the Primary Axis of LLM Psychometric Differences
The primary axis of psychometric variation among LLMs is the degree to which they represent themselves as loci of phenomenal experience rather than systems of behavioral responses.
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More Context, Larger Models, or Moral Knowledge? A Systematic Study of Schwartz Value Detection in Political Texts
Moral knowledge retrieval improves Schwartz value detection more consistently than added context or larger models across tested conditions and model families.
- Human Psychometric Questionnaires Mischaracterize LLM Behavior