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Guan-Bin Li

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#artificial intelligence Review Sep 2026

SWE-Gate: Passing Functional Tests Is Not Enough for Software Engineering Agents

Findings show that functional-only evaluation overestimates agents'ability to satisfy the full requirements of repository-level repair tasks, and introduces SWE-Gate, a repository-level benchmark for software engineering agents that explicitly evaluates review constraint compliance alongside functional correctness.

Xin He, Yan-Lin Wang, Ming-Wei Liu et al. · 0 citations
Jul 2026

PhoenixRepair: Rethinking Repair Strategy Exploration in Software Agents

PhoenixRepair is a multi-agent framework that systematically explores multiple candidate edit locations and performs iterative reflection and refinement on patch generation, thereby expanding the search space of repair strategies and achieves higher fault localization accuracy than existing approaches.

Tian-Yue Jiang, Yan-Lin Wang, Xin He et al. · 2 citations

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