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Fix pattern-based patch generation is a promising direction in Automated Program Repair (APR). Notably, it has been demonstrated to produce more acceptable and correct patches than the patches obtained with mutation operators through…

Software Engineering · Computer Science 2019-02-18 Kui Liu , Anil Koyuncu , Dongsun Kim , Tegawendé F. Bisyandé

Automated Program Repair (APR) improves developer productivity by saving debugging and bug-fixing time. While APR has been extensively explored for C/C++ and Java programs, there is little research on bugs in PHP programs due to the lack of…

Software Engineering · Computer Science 2024-01-23 K. D. Pramod , W. T. N. De Silva , W. U. K. Thabrew , Ridwan Shariffdeen , Sandareka Wickramanayake

Traditional code search engines often do not perform well with natural language queries since they mostly apply keyword matching. These engines thus need carefully designed queries containing information about programming APIs for code…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , David Lo

We present a method for automatically generating repair feedback for syntax errors for introductory programming problems. Syntax errors constitute one of the largest classes of errors (34%) in our dataset of student submissions obtained…

Programming Languages · Computer Science 2016-03-22 Sahil Bhatia , Rishabh Singh

Large language models (LLMs) are effective for automated program repair, but plausible patches that pass the full test suite often rewrite more code than necessary, increasing review and maintenance costs. This over-editing is common…

Software Engineering · Computer Science 2026-04-07 Boyang Yang , Zijian Cai , Shunfu Jin , Haoye Tian

New programming languages (e.g., Swift, Go, Rust, etc.) are being introduced to provide a better opportunity for the developers to make software development robust and easy. At the early stage, a programming language is likely to have…

Software Engineering · Computer Science 2021-05-06 Partha Chakraborty , Rifat Shahriyar , Anindya Iqbal , Gias Uddin

Software developers are increasingly dependent on question and answer portals and blogs for coding solutions. While such interfaces provide useful information, there are concerns that code hosted here is often incorrect, insecure or…

Software Engineering · Computer Science 2022-02-04 Sherlock A. Licorish , Markus Wagner

Automated Program Repair (APR) techniques typically exploit spectrum-based fault localization (SBFL) to identify the program locations that should be patched, making the effectiveness of APR techniques dependent on the effectiveness of…

Software Engineering · Computer Science 2022-01-04 Davide Ginelli , Oliviero Riganelli , Daniela Micucci , Leonardo Mariani

Retrieval Augmented Generation (RAG) is increasingly being used when building Generative AI applications. Evaluating these applications and RAG pipelines is mostly done manually, via a trial and error process. Automating evaluation of RAG…

Computation and Language · Computer Science 2024-10-01 Shangeetha Sivasothy , Scott Barnett , Stefanus Kurniawan , Zafaryab Rasool , Rajesh Vasa

Automatic program repair (APR) techniques have the potential to reduce manual efforts in uncovering and repairing program defects during the code review (CR) process. However, the limited accuracy and considerable time costs associated with…

Software Engineering · Computer Science 2024-01-01 Zelin Zhao , Zhaogui Xu , Jialong Zhu , Peng Di , Yuan Yao , Xiaoxing Ma

Automated program repair (APR) aims to fix software bugs automatically without human debugging efforts and plays a crucial role in software development and maintenance. Despite promising, APR is still challenged by a long-standing…

Software Engineering · Computer Science 2024-01-17 Quanjun Zhang , Chunrong Fang , Weisong Sun , Yan Liu , Tieke He , Xiaodong Hao , Zhenyu Chen

This paper explores Site Reliability Engineering (SRE), a modern approach to maintaining scalable and reliable software systems. It presents observations on how structured SRE processes improve operational efficiency, reduce system…

Software Engineering · Computer Science 2025-05-06 Balaram Puli

For tasks like code synthesis from natural language, code retrieval, and code summarization, data-driven models have shown great promise. However, creating these models require parallel data between natural language (NL) and code with…

Computation and Language · Computer Science 2018-05-24 Pengcheng Yin , Bowen Deng , Edgar Chen , Bogdan Vasilescu , Graham Neubig

PRF is a Java-based framework that allows researchers to build prototypes of test-based generate-and-validate automatic program repair techniques for JVM languages by simply extending it with their patch generation plugins. The framework…

Software Engineering · Computer Science 2020-09-16 Ali Ghanbari , Andrian Marcus

Automatic Program Repair (APR) endeavors to autonomously rectify issues within specific projects, which generally encompasses three categories of tasks: bug resolution, new feature development, and feature enhancement. Despite extensive…

Software Engineering · Computer Science 2024-09-24 Jiuang Zhao , Donghao Yang , Li Zhang , Xiaoli Lian , Zitian Yang , Fang Liu

Stack Overflow (SO) is the most popular online Q&A site for developers to share their expertise in solving programming issues. Given multiple answers to certain questions, developers may take the accepted answer, the answer from a person…

Software Engineering · Computer Science 2019-01-08 Mengsu Chen , Felix Fischer , Na Meng , Xiaoyin Wang , Jens Grossklags

Run-time integrity enforcement in real-time systems presents a fundamental conflict with availability. Existing approaches in real-time systems primarily focus on minimizing the execution-time overhead of monitoring. After a violation is…

Cryptography and Security · Computer Science 2026-04-16 Adam Caulfield , Muhammad Wasif Kamran , N. Asokan

Production deployment of AI coding agents requires fast, reproducible evaluation signals. Existing industrial practices trade off speed and fidelity: online A/B testing takes weeks and risks user experience, shadow deployment yields signals…

Software Engineering · Computer Science 2026-05-12 Smriti Jha , Matteo Paltenghi , Chandra Maddila , Vijayaraghavan Murali , Shubham Ugare , Satish Chandra

Recent empirical studies show that the performance of GenProg is not satisfactory, particularly for Java. In this paper, we propose ARJA, a new GP based repair approach for automated repair of Java programs. To be specific, we present a…

Software Engineering · Computer Science 2017-12-22 Yuan Yuan , Wolfgang Banzhaf

In the context of test case based automatic program repair (APR), patches that pass all the test cases but fail to fix the bug are called overfitted patches. Currently, patches generated by APR tools get inspected manually by the users to…

Software Engineering · Computer Science 2020-06-11 Ali Ghanbari