5 papers
SeRe: A Security-Related Code Review Dataset Aligned with Real-World Review Activities
Zixiao Zhao, Yanjie Jiang, Hui Liu +2
Software security vulnerabilities can lead to severe consequences, making early detection essential. Although code review serves as a critical defense mechanism against security fl…
Lingxi: Repository-Level Issue Resolution Framework Enhanced by Procedural Knowledge Guided Scaling
Xu Yang, Jiayuan Zhou, Michael Pacheco +5
Driven by the advancements of Large Language Models (LLMs), LLM-powered agents are making significant improvements in software engineering tasks, yet struggle with complex, reposit…
Fine-Tuning LLMs to Analyze Multiple Dimensions of Code Review: A Maximum Entropy Regulated Long Chain-of-Thought Approach
Yongda Yu, Guohao Shi, Xianwei Wu +8
Large Language Models (LLMs) have shown great potential in supporting automated code review due to their impressive capabilities in context understanding and reasoning. However, th…
Clean Code In Practice: Challenges and Opportunities
Dapeng Yan, Wenjie Yang, Kui Liu +2
Reliability prediction is crucial for ensuring the safety and security of software systems, especially in the context of industry practices. While various metrics and measurements…
Deep Assessment of Code Review Generation Approaches: Beyond Lexical Similarity
Yanjie Jiang, Hui Liu, Tianyi Chen +4
Code review is a standard practice for ensuring the quality of software projects, and recent research has focused extensively on automated code review. While significant advancemen…