Presence Is Not Faithfulness: Figurative Vehicle Intrusion in Text-to-Image Generation

arXiv:2609.32188 · cs.CV, cs.AI · Submitted 2026-09-26 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-09-26

Updated: 2026-09-26

Terminology

• Benchmark — 18× in this paper · explained in 2 episodes
• Figurative Vehicle Intrusion — 8× in this paper
• Hallucination — 7× in this paper · explained in 3 episodes
• Grounding — 6× in this paper · explained in 3 episodes
• Alignment — 4× in this paper · explained in 1 episode
• Core — 3× in this paper · explained in 2 episodes
• Fidelity — 3× in this paper · explained in 2 episodes
• Generative AI — 3× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Abstraction — 2× in this paper · explained in 1 episode
• Aggregation — 2× in this paper · explained in 1 episode
• Transformer — 2× in this paper · explained in 2 episodes
• Vehicle Intrusion and Semantic Tenor Assessment — 2× in this paper
• Adam — 1× in this paper · explained in 2 episodes
• Alignment Methods — 1× in this paper · explained in 1 episode
• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Multimodal Dataset — 1× in this paper · explained in 2 episodes
• Rectified Flow — 1× in this paper · explained in 3 episodes
• Visual Grounding — 1× in this paper · explained in 2 episodes

Sources

• Language Does More Than Describe: On The Lack Of Figurative Speech in Text-To-Image Models
• Scaling Autoregressive Models for Content-Rich Text-to-Image Generation
• Exploring Metaphorical Senses and Word Representations for Identifying Metonyms

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