Compound Prompt Constraints in LLM Code Generation: A Factorial Study of Format, Persona, and Urgency
Findings show that vulnerability is architecture-dependent rather than size-dependent, that individually neutral or beneficial constraints can combine to cause substantial degradation, and that compound-prompt testing should be standard in reliability assessment for LLM-assisted engineering pipelines.
Shrenik Jadhav, Nickalsa LaPlaca, Caleb Stone et al.
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