Generative AI exhibits a paradox of simplicity where complex scene generation succeeds but deterministic tasks like pure color images fail, addressed via a new hierarchical obedience framework and Violin benchmark showing closed-source models outperform open-source ones.
Tng-clip: Training- time negation data generation for negation awareness of clip.arXiv preprint arXiv:2505.18434,
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Exploring the AI Obedience: Why is Generating a Pure Color Image Harder than CyberPunk?
Generative AI exhibits a paradox of simplicity where complex scene generation succeeds but deterministic tasks like pure color images fail, addressed via a new hierarchical obedience framework and Violin benchmark showing closed-source models outperform open-source ones.