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Natural language processing has improved tremendously after the success of word embedding techniques such as word2vec. Recently, the same idea has been applied on source code with encouraging results. In this survey, we aim to collect and…

Machine Learning · Computer Science 2019-04-08 Zimin Chen , Martin Monperrus

Source code is changed for a reason, e.g., to adapt, correct, or adapt it. This reason can provide valuable insight into the development process but is rarely explicitly documented when the change is committed to a source code repository.…

Software Engineering · Computer Science 2021-05-03 Sebastian Hönel , Morgan Ericsson , Welf Löwe , Anna Wingkvist

Duplicated code has a negative impact on the quality of software systems and should be detected at least. In this paper, we discuss an approach that improves source code retrieval using the structural information about the programs. We…

Software Engineering · Computer Science 2013-08-19 Yoshihisa Udagawa

Source code summarization involves creating brief descriptions of source code in natural language. These descriptions are a key component of software documentation such as JavaDocs. Automatic code summarization is a prized target of…

Software Engineering · Computer Science 2022-04-05 Sakib Haque , Zachary Eberhart , Aakash Bansal , Collin McMillan

Large Language Models (LLMs) are increasingly integrated into software systems for diverse purposes, due to their versatility, flexibility, and ability to simulate human reasoning to some extent. However, poor integration of LLM inference…

Software Engineering · Computer Science 2026-05-25 Zacharie Chenail-Larcher , Brahim Mahmoudi , Naouel Moha , Quentin Stiévenart , Florent Avellaneda

During maintenance, software developers deal with a number of software change requests. Each of those requests is generally written using natural language texts, and it involves one or more domain related concepts. A developer needs to map…

Software Engineering · Computer Science 2018-07-09 Mohammad Masudur Rahman , Chanchal K. Roy

Frequent modifications of unit test cases are inevitable due to software's continuous underlying changes in source code, design, and requirements. Since manually maintaining software test suites is tedious, timely, and costly, automating…

Machine Learning · Computer Science 2023-10-06 Mosab Rezaei , Hamed Alhoori , Mona Rahimi

New regulations are introduced to ensure software development aligns with ethical concerns and protects public safety. Showing compliance requires tracing requirements to legal provisions. Requirements traceability is a key task where…

Software Engineering · Computer Science 2026-03-13 Romina Etezadi , Sallam Abualhaija , Chetan Arora , Lionel Briand

Code review is a standard practice for ensuring the quality of software projects, and recent research has focused extensively on automated code review. While significant advancements have been made in generating code reviews, the automated…

Software Engineering · Computer Science 2025-01-10 Yanjie Jiang , Hui Liu , Tianyi Chen , Fu Fan , Chunhao Dong , Kui Liu , Lu Zhang

Decisions on which classes to refactor are fraught with difficulty. The problem of identifying candidate classes becomes acute when confronted with large systems comprising hundreds or thousands of classes. In this paper, we describe a…

Software Engineering · Computer Science 2007-05-23 Richard Wheeldon , Steve Counsell

Developers often search and reuse existing code snippets in the process of software development. Code search aims to retrieve relevant code snippets from a codebase according to natural language queries entered by the developer. Up to now,…

Software Engineering · Computer Science 2022-04-28 Yi Cheng , Li Kuang

Well structured and readable source code is a pre-requisite for maintainable software and successful collaboration among developers. Static analysis enables the automated extraction of code complexity and readability metrics which can be…

Software Engineering · Computer Science 2021-10-29 Gustaf Holst , Felix Dobslaw

The lack of reliable sources of detailed information on the vulnerabilities of open-source software (OSS) components is a major obstacle to maintaining a secure software supply chain and an effective vulnerability management process.…

Cryptography and Security · Computer Science 2025-03-18 Antonino Sabetta , Michele Bezzi

GitHub introduced the suggestion feature to enable reviewers to explicitly suggest code modifications in pull requests. These suggestions make the reviewers' feedback more actionable for the submitters and represent a valuable knowledge for…

Software Engineering · Computer Science 2025-02-10 Abir Bouraffa , Yen Dieu Pham , Walid Maalej

Code-Comment Synchronization (CCS) aims to synchronize the comments with code changes in an automated fashion, thereby significantly reducing the workload of developers during software maintenance and evolution. While previous studies have…

Software Engineering · Computer Science 2025-10-27 Zhen Yang , Hongyi Lin , Xiao Yu , Jacky Wai Keung , Shuo Liu , Pak Yuen Patrick Chan , Yicheng Sun , Fengji Zhang

Code comments are important in software development because they directly influence software maintainability and overall quality. Bad practices of code comments lead to code comment smells, negatively impacting software maintenance. Recent…

Software Engineering · Computer Science 2025-09-01 Ipek Oztas , U Boran Torun , Eray Tüzün

Current LLM evaluations often rely on a single instruction template, overlooking models' sensitivity to instruction style-a critical aspect for real-world deployments. We present RCScore, a multi-dimensional framework quantifying how…

Computation and Language · Computer Science 2025-10-31 Dongjun Jang , Youngchae Ahn , Hyopil Shin

Conversational recommender systems (CRS) that are able to interact with users in natural language often utilize recommendation dialogs which were previously collected with the help of paired humans, where one plays the role of a seeker and…

Computation and Language · Computer Science 2022-09-08 Ahtsham Manzoor , Dietmar Jannach

Requirements Engineering (RE) is the initial step towards building a software system. The success or failure of a software project is firmly tied to this phase, based on communication among stakeholders using natural language. The problem…

Software Engineering · Computer Science 2021-12-07 Mohammad Kasra Habib , Stefan Wagner , Daniel Graziotin

Requirements are inherently interconnected through various types of dependencies. Identifying these dependencies is essential, as they underpin critical decisions and influence a range of activities throughout software development. However,…

Software Engineering · Computer Science 2026-02-27 Ikram Darif , Feifei Niu , Manel Abdellatif , Lionel C. Briand , Ramesh S. , Arun Adiththan