T2I models frequently exhibit semantic errors, logical inconsistencies, and incorrect reasoning steps in visual text generation tasks, unlike text-only models.
Multimodal llm-guided semantic cor- rection in text-to-image diffusion.ArXiv, abs/2505.20053,
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Evaluating Reasoning Fidelity in Visual Text Generation
T2I models frequently exhibit semantic errors, logical inconsistencies, and incorrect reasoning steps in visual text generation tasks, unlike text-only models.