Author

Bin Zhu

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#computer vision Nov 2025

Does Understanding Inform Generation in Unified Multimodal Models? From Analysis to Path Forward

UniSandbox, a decoupled evaluation framework paired with controlled, synthetic datasets to avoid data leakage and enable detailed analysis, reveals a significant understanding-generation gap, which is mainly reflected in two key dimensions: reasoning generation and knowledge transfer.

Yu-Wei Niu, Weiyang Jin, Jiaqi Liao et al. · arXiv.org · 10 citations

Preprint Aug 2026

CultureVidBench: Benchmarking Cultural Understanding in Text-to-Video Generation

Results show that although current models achieve strong semantic adherence and visual quality, they often fail to faithfully capture fine-grained cultural details, particularly for underrepresented regions, rituals, and multimodal cultural cues.

Xian-Jing Han, Yuhan Su, Yang Deng et al. · 2 citations