Author

Sendong Zhao

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#natural language process... Preprint Oct 2026

How Reliable Are System-One Decisions in Medicine? A Comparative Study of Jev, Jev-like Models, and LLMs

Jev has attracted considerable attention for its rapid, generalizable decision-making, yet its medical reliability remains underexplored. To address this gap, our study compares various types of system-one decision models across 15 medical datasets comprising 8,742 instances under a unified protocol. Beyond accuracy, w...

Yan-Rui Du, Dan-Yang Zhao, Sen-Dong Zhao et al. · 1 citation

Preprint Aug 2026

Analyzing and Mitigating Cross-Lingual Degradation in Multilingual Medical VQA

A multilingual medical VQA benchmark over eight languages is constructed, organized into four representative scenarios that isolate the core capabilities medical VQA requires, and a training-free scenario-aware representation engineering method is proposed, leveraging LVLMs's superior English medical VQA capability to...

Jing-Bo Wang, Sen-Dong Zhao, Haochun Wang et al. · 0 citations