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Ning-Xin Pan

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Preprint Aug 2026

ComplexityWorld: Benchmarking Vision-Language Models on Verifiable Visual Decision Making

Vision-language models (VLMs) have made rapid progress in visual perception and increasingly support real-world tasks that depend on images. Many such tasks, however, require more than rec- ognizing what an image contains: a model must use visual evidence to make a complete decision whose parts jointly satisfy global c...

Ning-Xin Pan, Han-Yu Li, Ye-Hui Tang · 0 citations

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