AIBullisharXiv – CS AI · Mar 26/1015
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DesignSense: A Human Preference Dataset and Reward Modeling Framework for Graphic Layout Generation
Researchers introduce DesignSense-10k, a dataset of 10,235 human-annotated preference pairs for evaluating graphic layout generation, along with DesignSense, a specialized AI model that outperforms existing models by 54.6% in layout quality assessment. The framework addresses the gap between AI-generated layouts and human aesthetic preferences, showing practical improvements in layout generation through reinforcement learning.