A controlled pre-registered experiment shows that biographical personas change code-generation behavior in one frontier model (including refusals to code) but not another, acting as model-dependent behavioral-policy biases.
SPeCtrum: A Grounded FrameworkforMultidimensionalIdentityRepresentationinLLM-BasedAgent
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The Librarian Who Refused to Code: Model-Dependent Identity Enactment in LLM Code Generation
A controlled pre-registered experiment shows that biographical personas change code-generation behavior in one frontier model (including refusals to code) but not another, acting as model-dependent behavioral-policy biases.