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Related papers: Code Review Comprehension: Reviewing Strategies Se…

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Code writing is repetitive and predictable, inspiring us to develop various code intelligence techniques. This survey focuses on code search, that is, to retrieve code that matches a given query by effectively capturing the semantic…

Software Engineering · Computer Science 2023-12-14 Yutao Xie , Jiayi Lin , Hande Dong , Lei Zhang , Zhonghai Wu

The immense amounts of source code provide ample challenges and opportunities during software development. To handle the size of code bases, developers commonly search for code, e.g., when trying to find where a particular feature is…

Software Engineering · Computer Science 2022-10-06 Luca Di Grazia , Michael Pradel

Code review is an important practice in software development, yet it is time-consuming and requires substantial effort. While open-source datasets have been used to train neural models for automating code review tasks, including review…

Software Engineering · Computer Science 2025-02-07 Chunhua Liu , Hong Yi Lin , Patanamon Thongtanunam

This paper focuses on Code Generation task that aims at generating relevant code fragments according to given natural language descriptions. In the process of software development, developers often encounter two scenarios. One is requested…

Software Engineering · Computer Science 2024-04-19 Zezhou Yang , Sirong Chen , Cuiyun Gao , Zhenhao Li , Ge Li , Michael Lyu

Code review is a crucial but often complex, subjective, and time-consuming activity in software development. Over the past decades, significant efforts have been made to automate this process. Early approaches focused on knowledge-based…

Software Engineering · Computer Science 2025-02-11 Imen Jaoua , Oussama Ben Sghaier , Houari Sahraoui

Code review is a vital but demanding aspect of software development, generating significant interest in automating review comments. Traditional evaluation methods for these comments, primarily based on text similarity, face two major…

Software Engineering · Computer Science 2025-01-28 Junyi Lu , Xiaojia Li , Zihan Hua , Lei Yu , Shiqi Cheng , Li Yang , Fengjun Zhang , Chun Zuo

In today's legal environment, lawsuits and regulatory investigations require companies to embark upon increasingly intensive data-focused engagements to identify, collect and analyze large quantities of data. When documents are staged for…

Information Retrieval · Computer Science 2019-04-04 Rishi Chhatwal , Peter Gronvall , Nathaniel Huber-Fliflet , Robert Keeling , Jianping Zhang , Haozhen Zhao

Understanding program code is a complicated endeavor. As such, myriad different factors can influence the outcome. Investigations of program comprehension, and in particular those using controlled experiments, have to take these factors…

Software Engineering · Computer Science 2021-03-17 Dror G. Feitelson

Code review is essential for maintaining software quality but often time-consuming and cognitively demanding, especially in industrial environments. Recent advancements in language models (LMs) have opened new avenues for automating core…

Software Engineering · Computer Science 2025-10-24 Igli Begolli , Meltem Aksoy , Daniel Neider

Measuring code understandability is both highly relevant and exceptionally challenging. This paper proposes a dynamic code understandability assessment method, which estimates a personalized code understandability score from the perspective…

Software Engineering · Computer Science 2025-04-28 Gao Hao , Haytham Hijazi , Júlio Medeiros , João Durães , Chan Tong Lam , Paulo de Carvalho , Henrique Madeira

Code super-optimization is the task of transforming any given program to a more efficient version while preserving its input-output behaviour. In some sense, it is similar to the paraphrase problem from natural language processing where the…

Machine Learning · Computer Science 2017-06-29 Rudy Bunel , Alban Desmaison , M. Pawan Kumar , Philip H. S. Torr , Pushmeet Kohli

The rise of large language models (LLMs) has led to dramatic improvements across a wide range of natural language tasks. Their performance on certain tasks can be further enhanced by incorporating test-time reasoning techniques. These…

Software Engineering · Computer Science 2026-01-13 Saurabh Pujar , Ira Ceka , Irene Manotas , Gail Kaiser , Baishakhi Ray , Shyam Ramji

Code review is a fundamental process in software development that plays a critical role in ensuring code quality and reducing the likelihood of errors and bugs. However, code review might be complex, subjective, and time-consuming. Comment…

Software Engineering · Computer Science 2023-09-08 Oussama Ben Sghaier , Lucas Maes , Houari Sahraoui

Context: Software code review aims to early find code anomalies and to perform code improvements when they are less expensive. However, issues and challenges faced by developers who do not apply code review practices regularly are unclear.…

Software Engineering · Computer Science 2020-08-04 Marcos Dosea , Claudio Sant'Anna , Ythanna Oliveira , Methanias Colaco Junior

Large Language Models have shown impressive capabilities in coding tasks like code generation and code completion, as they have been trained on a large amount of code data. Also, since one of the core pretraining objectives is Next Token…

Software Engineering · Computer Science 2025-07-16 Jayant Havare , Saurav Chaudhary , Ganesh Ramakrishnan , Kaushik Maharajan , Srikanth Tamilselvam

Background: Code review, a core practice in software engineering, has been widely studied as a collaborative process, with prior work suggesting it functions as a communication network. However, this theory remains untested, limiting its…

Software Engineering · Computer Science 2025-05-21 Michael Dorner , Daniel Mendez

Code Review (CR) is the cornerstone for software quality assurance and a crucial practice for software development. As CR research matures, it can be difficult to keep track of the best practices and state-of-the-art in methodology,…

Software Engineering · Computer Science 2021-04-14 Dong Wang , Yuki Ueda , Raula Gaikovina Kula , Takashi Ishio , Kenichi Matsumoto

Software quality is an important problem for technology companies, since it substantially impacts the efficiency, usefulness, and maintainability of the final product; hence, code review is a must-do activity for software developers. During…

Social and Information Networks · Computer Science 2022-10-11 Abduljaleel Al-Rubaye , Gita Sukthankar

Programmers' mental models represent their knowledge and understanding of programs, programming concepts, and programming in general. They guide programmers' work and influence their task performance. Understanding mental models is…

Software Engineering · Computer Science 2022-12-16 Ava Heinonen , Bettina Lehtelä , Arto Hellas , Fabian Fagerholm

In our research, we investigate the challenges that software engineers face during program comprehension, particularly when debugging unfamiliar codebases. We propose a novel tool, CodeCompass, to address these issues. Our study highlights…

Software Engineering · Computer Science 2024-05-13 Ekansh Agrawal , Omair Alam , Chetan Goenka , Medha Iyer , Isabela Moise , Ashish Pandian , Bren Paul
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