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The advent of large language models (LLMs) has ushered in a new era in automated code translation across programming languages. Since most code-specific LLMs are pretrained on well-commented code from large repositories like GitHub, it is…

Software Engineering · Computer Science 2026-01-26 Monika Gupta , Ajay Meena , Anamitra Roy Choudhury , Vijay Arya , Srikanta Bedathur

Software engineers who collaborate to develop software in teams often have to manually merge changes they made to a module (e.g. a class), because the change conflicts with one that has just been made by another engineer to the same or…

Software Engineering · Computer Science 2015-04-28 Stanislav Levin , Amiram Yehudai

The rise of large language models for code has reshaped software development. Autonomous coding agents, able to create branches, open pull requests, and perform code reviews, now actively contribute to real-world projects. Their growing…

Software Engineering · Computer Science 2026-04-02 Razvan Mihai Popescu , David Gros , Andrei Botocan , Rahul Pandita , Prem Devanbu , Maliheh Izadi

Many small-scale software systems, that is, with limited codebase or binary size, are widely used in everyday tasks, yet their configurability remains largely unexplored. At the same time, studies on modern software systems show a trend…

Software Engineering · Computer Science 2026-04-20 Xhevahire Tërnava , Georges Aaron Randrianaina , Luc Lesoil , Mathieu Acher

Software developers often struggle to update APIs, leading to manual, time-consuming, and error-prone processes. We introduce MELT, a new approach that generates lightweight API migration rules directly from pull requests in popular library…

Software Engineering · Computer Science 2024-07-10 Daniel Ramos , Hailie Mitchell , Inês Lynce , Vasco Manquinho , Ruben Martins , Claire Le Goues

Code changes are performed differently in the mobile and non-mobile platforms. Prior work has investigated the differences in specific platforms. However, we still lack a deeper understanding of how code changes evolve across different…

Software Engineering · Computer Science 2019-10-28 Markos Viggiato , Johnatan Oliveira , Eduardo Figueiredo , Pooyan Jamshidi , Christian Kästner

Continuous Integration (CI) is a software development practice that builds and tests software frequently (e.g., at every push). One main motivator to adopt CI is the potential to deliver software functionalities more quickly than not using…

Software Engineering · Computer Science 2023-05-29 João Helis Bernardo , Daniel Alencar da Costa , Uirá Kulesza , Christoph Treude

Empirical evidence regarding the connection between group development (maturity) and the success of software development teams is lacking. The purpose of this research is to gain a qualitative and quantitative understanding of how velocity…

Software Engineering · Computer Science 2019-04-12 Khaled Al-Sabbagh , Lucas Gren

Context plays an important role in the quality of code completion, as Large Language Models (LLMs) require sufficient and relevant information to assist developers in code generation tasks. However, composing a relevant context for code…

Software Engineering · Computer Science 2025-10-09 Uswat Yusuf , Genevieve Caumartin , Diego Elias Costa

Understanding factors that influence software development velocity is crucial for engineering teams and organizations, yet empirical evidence at scale remains limited. A more robust understanding of the dynamics of cycle time may help…

Software Engineering · Computer Science 2025-10-17 John C. Flournoy , Carol S. Lee , Maggie Wu , Catherine M. Hicks

Developers use tools such as GitHub pull requests to review code, discuss proposed changes, and request modifications. While changed files are commonly presented in alphabetical order, this does not necessarily coincide with the reviewer's…

Software Engineering · Computer Science 2025-10-07 Abir Bouraffa , Carolin Brandt , Andy Zaidmann , Walid Maalej

Code quality remains an abstract concept that fails to get traction at the business level. Consequently, software companies keep trading code quality for time-to-market and new features. The resulting technical debt is estimated to waste up…

Software Engineering · Computer Science 2022-03-10 Adam Tornhill , Markus Borg

The emergence of Large Language Models (LLMs), such as ChatGPT, has introduced a new set of tools to support software developers in solving pro- gramming tasks. However, our understanding of the interactions (i.e., prompts) between…

Software Engineering · Computer Science 2025-08-26 Julyanara R. Silva , Carlos Eduardo C. Dantas , Marcelo A. Maia

Including code in the pre-training data mixture, even for models not specifically designed for code, has become a common practice in LLMs pre-training. While there has been anecdotal consensus among practitioners that code data plays a…

Computation and Language · Computer Science 2024-08-21 Viraat Aryabumi , Yixuan Su , Raymond Ma , Adrien Morisot , Ivan Zhang , Acyr Locatelli , Marzieh Fadaee , Ahmet Üstün , Sara Hooker

The focus on rapid software delivery inevitably results in the accumulation of technical debt, which, in turn, affects quality and slows future development. Yet, companies with a long history of rapid delivery exist. Our primary aim is to…

Many software metrics are designed to measure aspects that are believed to be related to software quality. Static software metrics, e.g., size, complexity and coupling are used in defect prediction research as well as software quality…

Software Engineering · Computer Science 2022-05-31 Alexander Trautsch , Johannes Erbel , Steffen Herbold , Jens Grabowski

Performance is a critical quality attribute in software development, yet the impact of method-level code changes on performance evolution remains poorly understood. While developers often make intuitive assumptions about which types of…

Software Engineering · Computer Science 2025-08-12 Kaveh Shahedi , Nana Gyambrah , Heng Li , Maxime Lamothe , Foutse Khomh

The rapid adoption of large language models has led to the emergence of AI coding agents that autonomously create pull requests on GitHub. However, how these agents differ in their pull request description characteristics, and how human…

Artificial Intelligence · Computer Science 2026-02-20 Kan Watanabe , Rikuto Tsuchida , Takahiro Monno , Bin Huang , Kazuma Yamasaki , Youmei Fan , Kazumasa Shimari , Kenichi Matsumoto

Context: Software code reviews are an important part of the development process, leading to better software quality and reduced overall costs. However, finding appropriate code reviewers is a complex and time-consuming task. Goals: In this…

Software Engineering · Computer Science 2018-10-29 Jakub Lipcak , Bruno Rossi

Motivation: Code understandability is crucial in software development, as developers spend 58% to 70% of their time reading source code. Improving it can improve productivity and reduce maintenance costs. Problem: Experimental studies often…

Software Engineering · Computer Science 2024-11-13 Delano Oliveira , Reydne Santos , Benedito de Oliveira , Martin Monperrus , Fernando Castor , Fernanda Madeiral