Unverified50% confidenceBenchmarkExact time
The test case generation solution is divided into five progressive levels: a single agent plus prompt achieves only approximately 30% coverage, a workflow approach can achieve approximately 80% coverage, and an exploratory learning approach can achieve over 90% coverage.
1
Sources
50%
Confidence
Long-term
Relevance
9/22/2026
First Seen
Sources
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Unverified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74% similarUnverifiedIn the experimental design, the AI used an 8:2 split to reserve 20% as an independent test set, and applied 5-fold cross-validation on the 80% training set to avoid data leakage.72% similarUnverifiedIn a test that used Traework to fully simulate a product development workflow, the tool retrieved more than 100 sources during the research phase, but after manual verification only about 40 were truly usable, while the other 60 needed to be discarded or re-investigated.71% similarUnverified少样本学习在提示词中附带少量输入-输出示例,通常1-5个71% similarUnverified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71% similar
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