Author

Sidi Yang

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Review Jul 2026

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review

Experiments show that agentic review continuously improves PRs through a generate-review-revise loop, outperforms single-turn fixed-context review in both decision accuracy and resolve rate after revision, transfers beyond review to improve issue-resolution models, and enables effective and efficient test-time scaling.

Ruoyu Wang, Jierun Chen, Shaowei Wang et al. · arXiv.org · 4 citations