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The Librarian Who Refused to Code: Model-Dependent Identity Enactment in LLM Code Generation

arXiv cs.CL · 2026-07-21 Cached

This pre-registered study evaluates how detailed biographical personas in system prompts affect LLM code generation, finding model-dependent effects: one model showed strong persona effects on output length and identity enactment (including refusal to code from a librarian persona), while another showed weaker effects. Personas acted as behavioral-policy biases rather than universal quality improvements.

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