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title: "「事实错误率从23.4%降到8.3%」：这是压力测试，不是日常正确率 - Angryecho"
description: "发布稿提到内部压力测试Kimi Hallu Bench Hard：单项事实错误率从23.4%降至8.3%，并写明样本刻意聚焦易错情形，不代表日常整体水平。[1] 读这类数字先看是不是对抗集。当成「幻觉更少」的方向信号可以，当成日常正确率会误读。"
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# **「事实错误率从23.4%降到8.3%」：这是压力测试，不是日常正确率**

发布稿提到内部压力测试Kimi Hallu Bench Hard：单项事实错误率从23.4%降至8.3%，并写明样本刻意聚焦易错情形，不代表日常整体水平。\[1]

读这类数字先看是不是对抗集。当成「幻觉更少」的方向信号可以，当成日常正确率会误读。

> \[1] [Kimi K3.1 Pro 正式发布](https://www.ithome.com/1/017/284.htm)，IT之家，2026年10月24日。

#幻觉 #评测 #Kimi #科普 #压力测试

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