Unverified50% confidenceOpinionExact time
Test repeatability—running the same method and getting the same result—remains one of the most contentious issues.
1
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50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
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Related Claims
VerifiedClassical-school tests avoid brittleness by verifying only the final state, but at the cost of making it harder to pinpoint the root cause when a test fails, because multiple real components participate in the test simultaneously.76% similarUnverifiedThe generated test suites almost always executed successfully, but their ability to distinguish between correct and incorrect implementations lagged significantly behind.76% similarUnverified传统回归测试面临核心困境：全量回归耗时过长，而随机选择可能遗漏关键场景75% similarUnverifiedSelf-consistency checking, by having the model sample the same question multiple times and comparing answer stability, consumes only inference time without increasing peak VRAM usage.75% similarUnverifiedTwo consistent results (both passing or both failing) cannot serve as valid evidence for skipping a test; only a 'disagreement' — a change in result with the fixture bytes unchanged — constitutes the minimum valid observation73% similar
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