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We introduce a novel dataset tailored for code generation, aimed at aiding developers in common tasks. Our dataset provides examples that include a clarified intent, code snippets associated, and an average of three related unit tests. It…

Computation and Language · Computer Science 2024-09-26 Nathanaël Beau , Benoît Crabbé

Source code reviews are manual, time-consuming, and expensive. Human involvement should be focused on analyzing the most relevant aspects of the program, such as logic and maintainability, rather than amending style, syntax, or formatting…

Machine Learning · Computer Science 2019-04-02 Vadim Markovtsev , Waren Long , Hugo Mougard , Konstantin Slavnov , Egor Bulychev

Context: Recent research has used data mining to develop techniques that can guide developers through source code changes. To the best of our knowledge, very few studies have investigated data mining techniques and--or compared their…

Software Engineering · Computer Science 2023-05-02 AmirHossein Naghshzan , Saeed Khalilazar , Pierre Poilane , Olga Baysal , Latifa Guerrouj , Foutse Khomh

Software systems evolve continuously through frequent code changes, yet such changes often introduce unintended bugs despite extensive testing and code review. Existing testing approaches are largely constrained to predefined execution…

Software Engineering · Computer Science 2026-03-04 Yanqi Su , Michael Pradel , Chunyang Chen

We present a novel framework that integrates Large Language Models (LLMs) into the Git bisect process for semantic fault localization. Traditional bisect assumes deterministic predicates and binary failure states assumptions often violated…

Software Engineering · Computer Science 2025-11-25 Yujing Wang , Weize Hong

GitHub hosts millions of software repositories, facilitating developers to contribute to many projects in multiple ways. Most of the information about the repositories is text-based in the form of stars, forks, commits, and so on. However,…

Software Engineering · Computer Science 2022-05-03 Akhila Sri Manasa Venigalla , Kowndinya Boyalakunta , Sridhar Chimalakonda

In software development, developers frequently apply maintenance activities to the source code that change a few lines by a single commit. A good understanding of the characteristics of such small changes can support quality assurance…

Software Engineering · Computer Science 2024-05-16 Masanari Kondo , Daniel M. German , Yasutaka Kamei , Naoyasu Ubayashi , Osamu Mizuno

We present a novel approach to detect refactoring opportunities by measuring the participation of references between types in instances of patterns representing design flaws. This technique is validated using an experiment where we analyse…

Software Engineering · Computer Science 2011-03-17 Jens Dietrich , Catherine McCartin , Ewan Tempero , Syed M. Ali Shah

Commit messages are natural language descriptions of code changes, which are important for program understanding and maintenance. However, writing commit messages manually is time-consuming and laborious, especially when the code is updated…

Software Engineering · Computer Science 2021-07-27 Wei Tao , Yanlin Wang , Ensheng Shi , Lun Du , Shi Han , Hongyu Zhang , Dongmei Zhang , Wenqiang Zhang

The lack of comprehensive sources of accurate vulnerability data represents a critical obstacle to studying and understanding software vulnerabilities (and their corrections). In this paper, we present an approach that combines heuristics…

Software Engineering · Computer Science 2025-03-18 Daan Hommersom , Antonino Sabetta , Bonaventura Coppola , Dario Di Nucci , Damian A. Tamburri

A key issue in collaborative software development is communication among developers. One modality of communication is a commit message, in which developers describe the changes they make in a repository. As such, commit messages serve as an…

Software Engineering · Computer Science 2022-02-08 Yingchen Tian , Yuxia Zhang , Klaas-Jan Stol , Lin Jiang , Hui Liu

Continuous Integration/Continuous Delivery (CI/CD) caching is widely used to reduce repeated computation and improve CI/CD efficiency, yet maintaining effective caching requires ongoing maintenance effort. In this paper, we present the…

Software Engineering · Computer Science 2026-04-16 Kazi Amit Hasan , Yuan Tian , Safwat Hassan , Steven H. H. Ding

As collaborative coding environments make it easier to contribute to software projects, the number of developers involved in these projects keeps increasing. This increase makes it more difficult for code reviewers to deal with buggy…

Software Engineering · Computer Science 2020-04-08 Filipe Falcão , Caio Barbosa , Baldoino Fonseca , Alessandro Garcia , Márcio Ribeiro , Rohit Ghey

High-quality and large-scale repositories of real bugs and their concise patches collected from real-world applications are critical for research in software engineering community. In such a repository, each real bug is explicitly…

Software Engineering · Computer Science 2021-03-02 Yanjie Jiang , Hui Liu , Nan Niu , Lu Zhang , Yamin Hu

Continuous integration (CI) tools integrate code changes by automatically compiling, building, and executing test cases upon submission of code changes. Use of CI tools is getting increasingly popular, yet how proprietary projects reap the…

Software Engineering · Computer Science 2018-09-17 Akond Rahman , Amritanshu Agrawal , Rahul Krishna , Alexander Sobran

Commit messages play a crucial role in collaborative software development. They provide a clear and concise description of the changes made to the source code. However, many commit messages among students' projects lack useful information.…

Software Engineering · Computer Science 2024-02-05 Iris Ma , Cristina V. Lopes

Writing commit messages is a tedious daily task for many software developers, and often remains neglected. Automating this task has the potential to save time while ensuring that messages are informative. A high-quality dataset and an…

Computation and Language · Computer Science 2024-03-11 Maximilian Schall , Tamara Czinczoll , Gerard de Melo

Commit messages record code changes (e.g., feature modifications and bug repairs) in natural language, and are useful for program comprehension. Due to the frequent updates of software and time cost, developers are generally unmotivated to…

Software Engineering · Computer Science 2020-11-12 Shangqing Liu , Cuiyun Gao , Sen Chen , Lun Yiu Nie , Yang Liu

A Transaction database contains a set of transactions along with items and their associated timestamps. Transitional patterns are the patterns which specify the dynamic behavior of frequent patterns in a transaction database. To discover…

Databases · Computer Science 2014-10-09 B. Kiran Kumar , A. Bhaskar

In large software ecosystems, semantically related code changes, such as alternative solutions or overlapping modifications are often discovered only days after submission, leading to duplicated effort and delayed reviews. We present…

Software Engineering · Computer Science 2026-04-07 Islem Khemissi , Moataz Chouchen , Dong Wang , Raula Gaikovina Kula