Author

Zitong Zhou

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Preprint Aug 2026

WorldExam: Benchmarking World Models from Apparent Appearance to Inherent Reactivity

WorldExam is introduced, a hierarchical diagnostic benchmark spanning four levels: Visual Quality, Control Adherence, Spatial Consistency, and World Reactivity, which supports unified evaluation of camera-, action-, and language-driven model paradigms.

Yuxue Yang, Shu-Yao Shang, Jiahe Wang et al. · 2 citations

Preprint Jul 2026

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation

A large-scale benchmark for multimodal online medical consultation built from de-identified patient-doctor interactions collected from a nationwide Chinese internet hospital, MedRealMM offers a realistic and reproducible benchmark for evaluating multimodal medical reasoning in real-world online consultation.

Runhan Shi, Quan Zhou, Yuqian Xu et al. · 0 citations