Apparent psychological profiles of LLMs are largely measurement artifacts driven by directional response bias rather than actual traits.
Psychometric Personality Shaping Mod- ulates Capabilities and Safety in Language Models
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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The work establishes an evaluation framework for personality induction and switching in MLLMs, reporting improved captioning but impaired VQA performance plus balancing and residual effects during multi-trait and dynamic conditions.
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Apparent Psychological Profiles of Large Language Models are Largely a Measurement Artifact
Apparent psychological profiles of LLMs are largely measurement artifacts driven by directional response bias rather than actual traits.