@article{anovelevaluationbenchmarkformedicalllmsi, title = {A Novel Evaluation Benchmark for Medical LLMs: Illuminating Safety and Effectiveness in Clinical Domains}, author = {Shirui Wang and Zhihui Tang and Huaxia Yang and Qiuhong Gong and Tiantian Gu and Hongyang Ma and Yongxin Wang and Wubin Sun and Zeliang Lian and Kehang Mao and Yinan Jiang and Zhicheng Huang and Lingyun Ma and Wenjie Shen and Yajie Ji and Yunhui Tan and Chunbo Wang and Yunlu Gao and Qianling Ye and Rui Lin and Mingyu Chen and Lijuan Niu and Zhihao Wang and Peng Yu and Mengran Lang and Yue Liu and Huimin Zhang and Haitao Shen and Long Chen and Qiguang Zhao and Si-Xuan Liu and Lina Zhou and Hua Gao and Dongqiang Ye and Lingmin Meng and Youtao Yu and Naixin Liang and Jianxiong Wu}, year = {2025}, eprint = {2507.23486}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.23486}, }