Qing He1,* Dongsheng Bi1,, Jianrong Lu2,1,, Minghui Yang1, Zixiao Chen1, Jiacheng Lu1, Jing Chen1, Nannan Du1, Xiao Cu1, Sijing Wu3, Peng Xiang4, Yinyin Hu3, Yi Guo3, Chunpu Li3, Shaoyang Li1, Zhuo Dong1, Ming Jiang1, Shuai Guo1, Liyun Feng1, Jin Peng1, Jian Wang1, Jinjie Gu1, Junwei Liu1,5, †

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Jan 8, 2026

Qing He1,* Dongsheng Bi1,*, Jianrong Lu2,1,*, Minghui Yang1, Zixiao Chen1, Jiacheng Lu1, Jing Chen1, Nannan Du1, Xiao Cu1, Sijing Wu3, Peng Xiang4, Yinyin Hu3, Yi Guo3, Chunpu Li3, Shaoyang Li1, Zhuo Dong1, Ming Jiang1, Shuai Guo1, Liyun Feng1, Jin Peng1, Jian Wang1, Jinjie Gu1, Junwei Liu1,5, †Jan 8, 2026

MLB: A Scenario-Driven Benchmark for Evaluating Large Language Models in Clinical Applications

LLMs that ace medical exams still flunk real-world clinical scenarios, revealing a critical gap between static knowledge and practical application that this new benchmark, MLB, exposes.

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Qing He1,* Dongsheng Bi1,*, Jianrong Lu2,1,*, Minghui Yang1, Zixiao Chen1, Jiacheng Lu1, Jing Chen1, Nannan Du1, Xiao Cu1, Sijing Wu3, Peng Xiang4, Yinyin Hu3, Yi Guo3, Chunpu Li3, Shaoyang Li1, Zhuo Dong1, Ming Jiang1, Shuai Guo1, Liyun Feng1, Jin Peng1, Jian Wang1, Jinjie Gu1, Junwei Liu1,5, †

Papers (1)

Qing He1,* Dongsheng Bi1,, Jianrong Lu2,1,, Minghui Yang1, Zixiao Chen1, Jiacheng Lu1, Jing Chen1, Nannan Du1, Xiao Cu1, Sijing Wu3, Peng Xiang4, Yinyin Hu3, Yi Guo3, Chunpu Li3, Shaoyang Li1, Zhuo Dong1, Ming Jiang1, Shuai Guo1, Liyun Feng1, Jin Peng1, Jian Wang1, Jinjie Gu1, Junwei Liu1,5, †