MedCheck is a lifecycle checklist framework that audits 53 existing medical LLM benchmarks and identifies systemic gaps in clinical fidelity, contamination control, and safety metrics.
• Justification: Clear and traceable data sources are critical to ensure trans- parency and ethical data usage, which is especially important when sensitive data is involved
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Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models
MedCheck is a lifecycle checklist framework that audits 53 existing medical LLM benchmarks and identifies systemic gaps in clinical fidelity, contamination control, and safety metrics.