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We present two comprehensive benchmarks to evaluate the performance of language models in coding assistance tasks, covering code writing, debugging, code review, and conceptual understanding. Our main contribution includes two curated…

Software Engineering · Computer Science 2024-12-10 Nidhish Shah , Zulkuf Genc , Dogu Araci

The Flexible Job-shop Scheduling Problem (FJSP) is an important combinatorial optimization problem that arises in manufacturing and service settings. FJSP is composed of two subproblems, an assignment problem that assigns tasks to machines,…

Artificial Intelligence · Computer Science 2023-01-25 Wenbo Chen , Reem Khir , Pascal Van Hentenryck

Scripting interfaces enable users to automate tasks and customize software workflows, but creating scripts traditionally requires programming expertise and familiarity with specific APIs, posing barriers for many users. While Large Language…

Artificial Intelligence · Computer Science 2026-02-09 Paiheng Xu , Gang Wu , Xiang Chen , Tong Yu , Chang Xiao , Franck Dernoncourt , Tianyi Zhou , Wei Ai , Viswanathan Swaminathan

An issue tracker is a software tool used by organisations to interact with users and manage various aspects of the software development lifecycle. With the rise of agile methodologies, issue trackers have become popular in open and…

Software Engineering · Computer Science 2024-07-12 Lloyd Montgomery , Clara Lüders , Walid Maalej

Background: Open Source Software is the building block of modern software. However, the prevalence of project deprecation in the open source world weakens the integrity of the downstream systems and the broad ecosystem. Therefore it calls…

Software Engineering · Computer Science 2024-05-14 Runzhi He , Hengzhi Ye , Minghui Zhou

Establishing fair and robust benchmarks is essential for evaluating intelligent code generation by large language models (LLMs). Our survey of 35 existing benchmarks uncovers three major imbalances: 85.7% focus on a single programming…

Software Engineering · Computer Science 2025-10-01 Shuai Wang , Liang Ding , Li Shen , Yong Luo , Han Hu , Lefei Zhang , Fu Lin

Background. During collaborative software development, developers often use branches to add features or fix bugs. When merging changes from two branches, conflicts may occur if the changes are inconsistent. Developers need to resolve these…

Software Engineering · Computer Science 2019-07-16 Moein Owhadi-Kareshk , Sarah Nadi , Julia Rubin

Modern software relies on a multitude of automated testing and quality assurance tools to prevent errors, bugs and potential vulnerabilities. This study sets out to provide a head-to-head, quantitative and qualitative evaluation of six…

Software Engineering · Computer Science 2025-08-07 Damian Gnieciak , Tomasz Szandala

Toxic interactions in Open Source Software (OSS) communities reduce contributor engagement and threaten project sustainability. Preventing such toxicity before it emerges requires a clear understanding of how harmful conversations unfold.…

Software Engineering · Computer Science 2025-12-18 Mia Mohammad Imran , Robert Zita , Rahat Rizvi Rahman , Preetha Chatterjee , Kostadin Damevski

Due to the voluntary nature of open source software, it can be hard to find a developer to work on a particular task. For example, some issue reports may be too cumbersome and unexciting for someone to volunteer to do them, yet these issue…

Software Engineering · Computer Science 2019-04-08 Jiayuan Zhou , Shaowei Wang , Cor-Paul Bezemer , Ying Zou , Ahmed E. Hassan

The npm (Node Package Manager) ecosystem is the most important package manager for JavaScript development with millions of users. Consequently, a plethora of earlier work investigated how vulnerability reporting, patch propagation, and in…

Cryptography and Security · Computer Science 2025-06-10 Rajdeep Ghosh , Shiladitya De , Mainack Mondal

GitHub, a central hub for collaborative software development, has revolutionized the open-source software (OSS) ecosystem through its GitHub Marketplace, a platform launched in 2017 to host automation tools aimed at enhancing the efficiency…

Software Engineering · Computer Science 2025-08-05 SK. Golam Saroar , Waseefa Ahmed , Elmira Onagh , Maleknaz Nayebi

While Large Language Models (LLMs) demonstrate remarkable reasoning, complex optimization tasks remain challenging, requiring domain knowledge and robust implementation. However, existing benchmarks focus narrowly on Mathematical…

Computation and Language · Computer Science 2026-04-24 Xinyu Zhang , Boxuan Zhang , Yuchen Wan , Lingling Zhang , YiXing Yao , Bifan Wei , Yaqiang Wu , Jun Liu

Bots are frequently used in Github repositories to automate repetitive activities that are part of the distributed software development process. They communicate with human actors through comments. While detecting their presence is…

Software Engineering · Computer Science 2021-01-29 Mehdi Golzadeh , Alexandre Decan , Damien Legay , Tom Mens

The demand for quick and reliable DevOps operations pushed distributors of repository platforms to implement workflows. Workflows allow automating code management operations directly on the repository hosting the software. However, this…

Cryptography and Security · Computer Science 2022-11-11 Giacomo Benedetti , Luca Verderame , Alessio Merlo

The challenge of estimating similarity between sets has been a significant concern in data science, finding diverse applications across various domains. However, previous approaches, such as MinHash, have predominantly centered around…

Data Structures and Algorithms · Computer Science 2024-05-31 Fenghao Dong , Yang He , Yutong Liang , Zirui Liu , Yuhan Wu , Peiqing Chen , Tong Yang

Current AI-powered code assistance tools often struggle with poorly-defined problem statements that lack sufficient task context and requirements specification. Recent analysis of software engineering agents reveals that failures on such…

Computation and Language · Computer Science 2026-04-13 Manan Suri , Xiangci Li , Mehdi Shojaie , Songyang Han , Chao-Chun Hsu , Shweta Garg , Aniket Anand Deshmukh , Varun Kumar

Timely identification of issue reports reflecting software vulnerabilities is crucial, particularly for Internet-of-Things (IoT) where analysis is slower than non-IoT systems. While Machine Learning (ML) and Large Language Models (LLMs)…

Software Engineering · Computer Science 2025-11-05 Sogol Masoumzadeh

With the growing ubiquity of multi-core architectures, concurrent systems have become essential but increasingly prone to complex issues such as data races and deadlocks. While modern issue-tracking systems facilitate the reporting of such…

Software Engineering · Computer Science 2026-01-26 Shuai Shao , Lu Xiao , Tingting Yu

Modern software engineers operate across 5-10 disconnected tools daily: GitHub, GitLab, Jira, Slack, calendar applications, CI dashboards, AI coding assistants, and container platforms. This fragmentation creates cognitive overhead that…

Software Engineering · Computer Science 2026-04-21 Happy Bhati