Author

Jun-Hao Ji

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#artificial intelligence Preprint Sep 2026

AUV-Bench: Aesthetic Understanding and Generation Evaluation for User Interfaces

AUV-Bench is introduced, developed in collaboration with professional UI designers around 1,395 executable web interfaces and four tasks: aesthetic scoring, diagnosis, repair, and text-to-UI generation, which exhibits partial aesthetic competence, but still lack the fine-grained understanding and judgment-action cohere...

Zhi-Jie Deng, Ling Li, Jun-Hao Ji et al. · 0 citations

Preprint Jul 2026

Enhancing Large Multimodal Models in Key Information Extraction via Scene-Aware Document Synthesis

SAYRE is presented, a scene-aware document synthesis framework for generating scalable KIE training data without hand-crafted template design, and error analysis shows that synthesized training reduces field-level errors by improving schema-aware extraction over dense tables, business identifiers, and contract clauses.

Zhipeng Xu, Zulong Chen, Qing Liu et al. · 0 citations