Unverified50% confidenceFactExact time
trainlint's internal validation uses 20 buggy scripts paired with fixed versions, but the rules and test cases were written together, so it can only prevent regressions.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
11/6/2026
First Seen
Valid until: 2/4/2027
Sources
Related Entities
Related Claims
UnverifiedIn the fixture example, the mutant-state run shows 4 passed, indicating that the new tests in the patch also pass on the unfixed code, so the tests do not observe the fix.69% similarUnverifiedAutomated Program Repair (APR) research shows that even patch generation guided by test suites often suffers from overfitting to test cases, meaning the patch passes existing tests but introduces new errors on uncovered code paths.69% similarUnverified该Agent定位了出错代码行、撰写修复方案、跑通28个测试全部通过，并验证不打补丁将有15个用例失败68% similarUnverifiedTo train deployment-specific routers, the researchers extended the violation injection framework to generate test cases containing multiple compatible violations with known reference repairs.67% similarUnverifiedThe benchmark contains 24 synthetic cases covering scenarios including in-flight operations, missing confirmation receipts, unknown execution results, legitimate new intents, authorization changes, and goal-binding changes.66% similar
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