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20232026
most citedBenchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

4 citations · 9 across the 7 of their papers we have counts for

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cs.SE2026

Benchmarking and Enhancing Design-Aware Code Review in the Linux Kernel

Zhenhao Zhou, Kai Yu, Ying Wang +5

Code review often requires reasoning beyond local correctness. In mature software systems, reviewers must recognize design trade-offs introduced by a proposed change, compare alter…

cs.SE2026

Does Pass Rate Tell the Whole Story? Evaluating Design Constraint Compliance in LLM-based Issue Resolution

Kai Yu, Zhenhao Zhou, Junhao Zeng +8

Repository-level issue resolution benchmarks have become a standard testbed for evaluating LLM-based agents, yet success is still predominantly measured by test pass rates. In prac…