Presence Is Not Faithfulness: Figurative Vehicle Intrusion in Text-to-Image Generation
This work introduces Vehicle Intrusion and Semantic Tenor Assessment (VISTA), a multilingual benchmark of figurative prompts organized by Figurative Form and Mapping Mechanism, and proposes V-Score, a diagnostic question-answering metric that evaluates role-aware figurative faithfulness in generated images.