Gabriel Dautovi, Jie JW Wu · 2026 · arXiv
DOI: 10.48550/arXiv.2610.29143 · open-access PDF
背景:审查拉动请求需要验证证据来解决所提议的变化。编码代理基准和拉动请求结果的研究不会直接评估这种关系。目标:我们测试V模型的构建和验证对是否能在拉动请求中衡量验证证证据,并支持代理创作和人类创作的变化之间的比较。方法:VeeReview使用存储信号和语言模型评判分类四个构建和验证对。
Machine translation (Meta M2M100); the English original follows.
Context: Reviewing a pull request requires verification evidence that addresses the proposed change. Coding agent benchmarks and studies of pull request outcomes do not directly assess this relationship. Objective: We test whether the V-Model's build and verify pairs can measure verification evidence in pull requests and support comparisons between agent-authored and human-authored changes. Method: VeeReview classifies four build and verify pairs using repository signals and a language-model judge. Three pairs use model judgements constrained by deterministic signals, and a rule over the diff
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