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      <title>RAG 评估体系：RAGAS 指标与幻觉检测实践</title>
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      <pubDate>Thu, 05 Feb 2026 10:20:00 +0800</pubDate>
      <author>17691281867@163.com (Wenzhuo Huang)</author>
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      <description>RAG 系统上线后，&amp;lsquo;感觉回答质量还不错&amp;rsquo;不是一个可持续的评估方式。RAGAS 提供了一套可量化的评估框架，让你能追踪 Faithfulness、Answer Relevancy 等指标随时间的变化，并在每次改动后自动验证系统质量没有退化。</description>
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