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Author

Yisheng Ji

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Book Open access Feb 2026

LiveMedBench: A Contamination-Limited Medical Benchmark for LLMs with Automated Rubric Evaluation

A Multi-Agent Clinical Curation Framework that filters raw data noise and validates clinical integrity against evidence-based medical principles and develops an Automated Rubric-based Evaluation Framework that decomposes physician responses into granular, case-specific criteria, achieving substantially stronger alignment with expert physicians than LLM-as-a-Judge.

Zhiling Yan, D. Song, Zhen Fang et al. · 8 citations · ⚡2

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