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Jing-Xuan Zhang

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#artificial intelligence Review Oct 2026

UltraText Bench: A Comprehensive Bilingual Benchmark for Evaluating Visual Text Rendering in Image Generation

Dense visual text requires image generators to reproduce long strings across multiple regions with correct placement and legibility. As short-string rendering improves, evaluation must test sustained performance across more demanding scenes. We introduce UltraText Bench, a bilingual benchmark for prompt-only generation...

De-Yuan Liu, Yihao Hu, Jing-Xuan Zhang et al. · 0 citations

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