12 papers
From Custom Logic to APIs: Understanding and Recommending API Replacement Refactorings
Bridget Nyirongo, Yanjie Jiang, Yuxia Zhang +1
Software refactoring is essential for maintaining code quality. However, API replacement refactoring, which replaces custom logic with API calls, remains underexplored. Existing re…
Characterizing the Failure Modes of LLMs in Resolving Real-World GitHub Issues
Yanjie Jiang, Yian Huang, Guancheng Wang +3
Large Language Models (LLMs) are increasingly deployed to resolve real-world GitHub issues. However, despite their potential, the specific failure modes of these models in complex…
LAURA: Enhancing Code Review Generation with Context-Enriched Retrieval-Augmented LLM
Yuxin Zhang, Yuxia Zhang, Zeyu Sun +2
Code review is critical for ensuring software quality and maintainability. With the rapid growth in software scale and complexity, code review has become a bottleneck in the develo…
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…
Condor: A Code Discriminator Integrating General Semantics with Code Details
Qingyuan Liang, Zhao Zhang, Chen Liu +9
LLMs demonstrate significant potential across various software engineering tasks. However, they still face challenges in generating correct code on the first attempt when addressin…
Wired for Reuse: Automating Context-Aware Code Adaptation in IDEs via LLM-Based Agent
Taiming Wang, Yanjie Jiang, Chunhao Dong +2
Copy-paste-modify is a widespread and pragmatic practice in software development, where developers adapt reused code snippets, sourced from platforms such as Stack Overflow, GitHub…