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.
The remaining 72% (38 out of 53) did not conduct in- ternal consistency assessments
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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.