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High-quality evaluation benchmarks are pivotal for deploying Large Language Models (LLMs) in Automated Code Review (ACR). However, existing benchmarks suffer from two critical limitations: first, the lack of multi-language support in…

Automatic program repair (APR) has recently gained attention because it proposes to fix software defects with no human intervention. To automatically fix defects, most APR tools use the developer-written tests to (a) localize the defect,…

软件工程 · 计算机科学 2021-04-19 Manish Motwani

As part of the process of resolving issues submitted by users via bug reports, Android developers attempt to reproduce and observe the failures described by the bug report. Due to the low-quality of bug reports and the complexity of modern…

软件工程 · 计算机科学 2023-01-20 Zhaoxu Zhang , Robert Winn , Yu Zhao , Tingting Yu , William G. J. Halfond

During the life cycle of software development, developers have to fix different kinds of bugs reported by testers or end users. The efficiency and effectiveness of fixing bugs have a huge impact on the reliability of the software as well as…

软件工程 · 计算机科学 2013-11-12 Jaechang Nam , Ning Chen

Properly benchmarking Automated Program Repair (APR) systems should contribute to the development and adoption of the research outputs by practitioners. To that end, the research community must ensure that it reaches significant milestones…

软件工程 · 计算机科学 2019-02-18 Kui Liu , Anil Koyuncu , Tegawendé F. Bissyandé , Dongsun Kim , Jacques Klein , Yves Le Traon

Automated program repair (APR) has attracted widespread attention in recent years with substantial techniques being proposed. Meanwhile, a number of benchmarks have been established for evaluating the performances of APR techniques, among…

软件工程 · 计算机科学 2019-01-09 Shangwen Wang , Ming Wen , Xiaoguang Mao , Deheng Yang

Automated debugging techniques, such as Fault Localisation (FL) or Automated Program Repair (APR), are typically designed under the Single Fault Assumption (SFA). However, in practice, an unknown number of faults can independently cause…

软件工程 · 计算机科学 2021-04-22 Gabin An , Juyeon Yoon , Joyce Jiyoung Whang , Shin Yoo

Automatic code review (ACR), aiming to relieve manual inspection costs, is an indispensable and essential task in software engineering. The existing works only use the source code fragments to predict the results, missing the exploitation…

软件工程 · 计算机科学 2022-05-31 Bingting Wu , Xiaofang Zhang

CERBERUS is a synthetic benchmark designed to help train and evaluate AI models for detecting cracks and other defects in infrastructure. It includes a crack image generator and realistic 3D inspection scenarios built in Unity. The…

计算机视觉与模式识别 · 计算机科学 2025-06-30 Justin Reinman , Sunwoong Choi

In recent years, Automated Program Repair (APR) has been extensively studied in academia and even drawn wide attention from industry. However, APR techniques can be extremely time consuming since (1) a large number of patches can be…

软件工程 · 计算机科学 2024-07-03 Yiling Lou , Jun Yang , Samuel Benton , Dan Hao , Lin Tan , Zhenpeng Chen , Lu Zhang , Lingming Zhang

The increasing complexity of software has led to the steady growth of vulnerabilities. Vulnerability repair investigates how to fix software vulnerabilities. Manual vulnerability repair is labor-intensive and time-consuming because it…

软件工程 · 计算机科学 2025-06-16 Yiwei Hu , Zhen Li , Kedie Shu , Shenghua Guan , Deqing Zou , Shouhuai Xu , Bin Yuan , Hai Jin

Due to the difficulty of repairing defect, many research efforts have been devoted into automatic defect repair. Given a buggy program that fails some test cases, a typical automatic repair technique tries to modify the program to make all…

软件工程 · 计算机科学 2018-08-30 Yingfei Xiong , Jie Wang , Runfa Yan , Jiachen Zhang , Shi Han , Gang Huang , Lu Zhang

Automated Program Repair (APR) aims to automatically fix bugs in the source code. Recently, as advances in Deep Learning (DL) field, there is a rise of Neural Program Repair (NPR) studies, which formulate APR as a translation task from…

软件工程 · 计算机科学 2022-09-22 Wenkang Zhong , Chuanyi Li , Jidong Ge , Bin Luo

Benchmarks of bugs are essential to empirically evaluate automatic program repair tools. In this paper, we present Bears, a project for collecting and storing bugs into an extensible bug benchmark for automatic repair studies in Java. The…

软件工程 · 计算机科学 2019-04-04 Fernanda Madeiral , Simon Urli , Marcelo Maia , Martin Monperrus

Automated program repair (APR) aims to help developers improve software reliability by generating patches for buggy programs. Although many code language models (CLM) are developed and effective in many software tasks such as code…

软件工程 · 计算机科学 2023-04-18 Nan Jiang , Kevin Liu , Thibaud Lutellier , Lin Tan

Fuzzing is a highly effective method for uncovering software vulnerabilities, but analyzing the resulting data typically requires substantial manual effort. This is amplified by the fact that fuzzing campaigns often find a large number of…

软件工程 · 计算机科学 2025-12-02 Patrick Herter , Vincent Ahlrichs , Ridvan Açilan , Julian Horsch

Most online code snippets do not run. This means that developers looking to reuse code from online sources must manually find and fix errors. We present an approach for automatically evaluating and correcting errors in Node.js code…

软件工程 · 计算机科学 2023-08-24 Brittany Reid , Christoph Treude , Markus Wagner

Learning-based program repair has achieved good results in a recent series of papers. Yet, we observe that the related work fails to repair some bugs because of a lack of knowledge about 1) the application domain of the program being…

软件工程 · 计算机科学 2023-04-20 He Ye , Matias Martinez , Xiapu Luo , Tao Zhang , Martin Monperrus

The rapid advancement of bug-finding techniques has led to the discovery of more vulnerabilities than developers can reasonably fix, creating an urgent need for effective Automated Program Repair (APR) methods. However, the complexity of…

软件工程 · 计算机科学 2025-05-27 Han Zheng , Ilia Shumailov , Tianqi Fan , Aiden Hall , Mathias Payer

Fixing software bugs has always been an essential and time-consuming process in software development. Fixing concurrency bugs has become especially critical in the multicore era. However, fixing concurrency bugs is challenging due to…

软件工程 · 计算机科学 2024-01-10 Sanjay Malakar , Tameem Bin Haider , Rifat Shahriar