模型官方一手

亚马逊推出多轮对话智能体评估指标

Agent Evaluation Metric for multi-turn conversations

精选理由

亚马逊搞了个新东西,专门用来评估多轮对话的智能体,能帮你找出具体是哪个回合出错了,比以前的方法更细。

亚马逊提出了一种名为AEM的新评估方法,用于衡量多轮对话智能体的质量。该方法可以分解到每个对话回合,帮助识别导致失败的特定回合,而不是像传统方法那样只关注整个对话的最终结果。

图片来源 · AWS Machine Learning Blog
原文 · AWS Machine Learning Blog

Agent Evaluation Metric for multi-turn conversations

Multi-turn agents fail in ways single-turn evaluation misses: one early mistake corrupts every later turn. This post introduces the Agent Evaluation Metric (AEM), a decomposable, turn-level way to measure agent quality, applied to its first dimension, correctness, to pinpoint the turn that caused a failure and separate it from the turns that inherited it.