Unverified50% confidenceDecision RuleExact time

运行10次测试置信区间宽度约±31%，100次收窄至±10%，400次进一步收窄至±5%，推荐关键测试用例至少运行20-50次

1

Sources

50%

Confidence

Long-term

Relevance

7/16/2026

First Seen

Sources

Quantifying LLM Output Quality with Pydantic Evals and Integrating It into CI Quality Gates

Related Claims

Unverified该测试样本规模相对有限（5个模型、13个代码库），结论有待更大规模验证73% similar Unverified实验采用8:2比例划分数据，20%作为内部测试集，训练集内部使用5折交叉验证，并移除重复记录以避免数据泄漏72% similar

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