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Change-based code review is used widely in industrial software development. Thus, research on tools that help the reviewer to achieve better review performance can have a high impact. We analyze one possibility to provide cognitive support…

Software Engineering · Computer Science 2018-12-27 Tobias Baum , Steffen Herbold , Kurt Schneider

Program comprehension concerns the ability of an individual to make an understanding of an existing software system to extend or transform it. Software systems comprise of data that are noisy and missing, which makes program understanding…

Software Engineering · Computer Science 2019-02-05 Amir Saeidi , Jurriaan Hage , Ravi Khadka , Slinger Jansen

Modern Code Review (MCR) is a standard practice in software engineering, yet it demands substantial time and resource investments. Recent research has increasingly explored automating core review tasks using machine learning (ML) and deep…

Software Engineering · Computer Science 2025-08-26 Robert Heumüller , Frank Ortmeier

The programming skill is one crucial ability for Large Language Models (LLMs), necessitating a deep understanding of programming languages (PLs) and their correlation with natural languages (NLs). We examine the impact of pre-training data…

Computation and Language · Computer Science 2024-02-21 Demin Song , Honglin Guo , Yunhua Zhou , Shuhao Xing , Yudong Wang , Zifan Song , Wenwei Zhang , Qipeng Guo , Hang Yan , Xipeng Qiu , Dahua Lin

To avoid software vulnerabilities, organizations are shifting security to earlier stages of the software development, such as at code review time. In this paper, we aim to understand the developers' perspective on assessing software…

Software Engineering · Computer Science 2022-08-09 Larissa Braz , Alberto Bacchelli

Code completion is widely used by software developers to provide coding suggestions given a partially written code snippet. Apart from the traditional code completion methods, which only support single token completion at minimal positions,…

Software Engineering · Computer Science 2021-06-29 Jingxuan Li , Rui Huang , Wei Li , Kai Yao , Weiguo Tan

Background: Research software is crucial for enabling research discoveries and supporting data analysis, simulation, and interpretation across domains. However, evolving requirements, complex inputs, and legacy dependencies hinder the…

Software Engineering · Computer Science 2025-12-16 Md Ariful Islam Malik , Jeffrey C. Carver , Nasir U. Eisty

Code summarization generates brief natural language descriptions of source code pieces, which can assist developers in understanding code and reduce documentation workload. Recent neural models on code summarization are trained and…

Software Engineering · Computer Science 2022-10-24 Rui Xie , Tianxiang Hu , Wei Ye , Shikun Zhang

In recent years, large pre-trained Language Models of Code (CodeLMs) have shown promising results on various software engineering tasks. One such task is automatic code update recommendation, which transforms outdated code snippets into…

Software Engineering · Computer Science 2024-05-14 Yue Liu , Chakkrit Tantithamthavorn , Yonghui Liu , Patanamon Thongtanunam , Li Li

Recent advancements in language modeling have enabled the translation of natural language into code, and the use of execution feedback to improve code generation. However, these methods often rely heavily on pre-existing test cases, which…

Software Engineering · Computer Science 2024-12-19 Nan Wang , Yafei Liu , Chen Chen , Haonan Lu

Automated writing evaluation (AWE) has been shown to be an effective mechanism for quickly providing feedback to students. It has already seen wide adoption in enterprise-scale applications and is starting to be adopted in large-scale…

Computation and Language · Computer Science 2014-12-19 Nicholas Dronen , Peter W. Foltz , Kyle Habermehl

Software repositories are rich sources of qualitative artifacts, including source code comments, commit messages, issue descriptions, and documentation. These artifacts offer many interesting insights when analyzed through quantitative…

Software Engineering · Computer Science 2024-06-13 Christoph Treude

User feedback is becoming an increasingly important source of information for requirements engineering, user interface design, and software engineering in general. Nowadays, user feedback is largely available and easily accessible in social…

Software Engineering · Computer Science 2024-07-23 Walid Maalej , Volodymyr Biryuk , Jialiang Wei , Fabian Panse

The automation of code review activities, a long-standing pursuit in software engineering, has been primarily addressed by numerous domain-specific pre-trained models. Despite their success, these models frequently demand extensive…

Software Engineering · Computer Science 2023-09-06 Junyi Lu , Lei Yu , Xiaojia Li , Li Yang , Chun Zuo

Effective software testing is critical for producing reliable and secure software, yet many computer science students struggle to master the foundational concepts required to construct comprehensive test suites. While automated feedback…

Software Engineering · Computer Science 2025-10-02 Shiza Andleeb , Teo Mendoza , Lucas Cordova , Gursimran Walia , Jeffrey C. Carver

Code completion is a popular software development tool integrated into all major IDEs. Many neural language models have achieved promising results in completion suggestion prediction on synthetic benchmarks. However, a recent study When…

Software Engineering · Computer Science 2020-11-10 Gareth Ari Aye , Seohyun Kim , Hongyu Li

Peer code review and continuous integration often interleave with each other in the modern software quality management. Although several studies investigate how non-technical factors (e.g., reviewer workload), developer participation and…

Software Engineering · Computer Science 2018-07-06 Mohammad Masudur Rahman , Chanchal K. Roy

Although there are many automated software testing suites, they usually focus on unit, system, and interface testing. However, especially software updates such as new security features have the potential to diminish user experience. In this…

Software Engineering · Computer Science 2021-04-09 Chidera Biringa , Gokhan Kul

Instruction selection is one of three optimisation problems involved in the code generator backend of a compiler. The instruction selector is responsible of transforming an input program from its target-independent representation into a…

Programming Languages · Computer Science 2013-10-08 Gabriel S. Hjort Blindell

Large language models (LLMs) have changed the reality of how software is produced. Within the wider software engineering community, among many other purposes, they are explored for code generation use cases from different types of input. In…

Software Engineering · Computer Science 2025-08-01 Fabian Stiehle , Hans Weytjens , Ingo Weber