DyReMe generates fresh, confounded medical consultation cases to expose weaknesses in state-of-the-art LLMs across accuracy, veracity, helpfulness, and consistency beyond static benchmarks.
Hao-Ting Pai, Wen-Cheng Chung, Xin-Hong Fang, Yu- Hsin Hsu, and Shu-Ting Huang
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Inflated Excellence or True Performance? Rethinking Medical Diagnostic Benchmarks with Dynamic Evaluation
DyReMe generates fresh, confounded medical consultation cases to expose weaknesses in state-of-the-art LLMs across accuracy, veracity, helpfulness, and consistency beyond static benchmarks.