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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Hao Zhang

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Preprint Aug 2026

Illusion or Integrity? Geometrical Consistency Metric for AIGC Video Quality Evaluation

Recently, AI-driven video generation has attracted considerable attention. This surge increases the demand for reliable video quality assessment (VQA) metrics to evaluate AI-generated content (AIGC) videos and guide model optimization. Existing studies assess video quality through visual harmony, video-text consistency...

Yifei Xue, Yuanchen Fei, Hao Zhang et al. · 1 citation · ⚡1
Preprint Aug 2026

A Model-Internal Protocol for Assessing Multimodal Models as Integrated Systems

Self-Generative-Understanding (SGU), a novel, annotation-free evaluation framework that probes the integrated capabilities of unified models through a semantic closed-loop challenge, provides a complementary holistic evaluation framework and offers a foundation for benchmarking the development of next-generation unifie...

Hao Zhang, Jiaxin Qi, Zhijiang Tang et al. · 0 citations

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