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