R 被用于招聘、客服、法庭转写，错误就不再是技术成本，而是资格成本：候选人因转写错误失去关键词，被告因口音被转写成不利措辞，用户因方言无法触发服务。此时需要做的不是要求说话人「说标准语」，而是公开误差矩阵：按口音、地区、年龄、性别、社会语言变量分层报告 WER/CER；把【可懂性】定义为跨群体误差上限，而不是平均准确率；在部署前做【公平性压力测试】：同一文本、不同口音、控制音量噪声，看 WER…
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