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This paper proposes a composite objective for cone beam CT report generation that prioritizes factual entailment over lexical overlap, demonstrating that optimizing for lexical metrics harms factual accuracy. It releases a dataset and code, and presents a system that generates constrained clinical reports under polarity, laterality, and tooth level consistency constraints.