Okareo采用多维度评估体系检测模型输出异常，核心检测能力包括：1) 内容真实性验证，通过知识图谱比对识别幻觉回答；2) 逻辑一致性分析，检查多轮对话中的矛盾陈述；3) 领域适应性测试，评估专业术语使用准确度。系统内置规则引擎可自定义检测阈值，典型案例包括捕捉GPT-3.5在医疗建议中的错误置信度表达，以及发现RAG系统检索无关文档的问题。测试数据显示能发现85%以上的隐性缺陷。
This answer comes from the articleOkareo: a tool for model testing and error monitoring for AI developersThe
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