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MedConclusion introduces a large-scale benchmark of 5.7 million PubMed structured abstracts for evaluating LLMs on biomedical conclusion generation from structured scientific evidence. The study finds that conclusion writing is behaviorally distinct from summarization and that current automatic metrics cluster strong models closely together.