Author

Jun Zhu

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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

Jul 2026

Towards Precision Therapy in Hepatocellular Carcinoma: A Clinical-Reasoning LLM for Risk Stratification and Treatment Guidance

HCC-STAR (Hepatocellular Carcinoma Staging, Treatment and pRognosis), a clinically aligned large language model that reads routine EMR narratives and jointly outputs risk score-based staging, ranked guideline-consistent treatments with evidence-based rationales, and individualized survival estimates, is presented.

Peng Cui, Ji-Tao Wang, Siyan Xue et al. · arXiv.org · 0 citations