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相关论文: Automating Code Review: A Systematic Literature Re…

200 篇论文

Modern code review is a ubiquitous software quality assurance process aimed at identifying potential issues within newly written code. Despite its effectiveness, the process demands large amounts of effort from the human reviewers involved.…

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

软件工程 · 计算机科学 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

Large language models (LLMs) have emerged as a potential solution to automate the complex processes involved in writing literature reviews, such as literature collection, organization, and summarization. However, it is yet unclear how good…

计算与语言 · 计算机科学 2025-08-22 Xuemei Tang , Xufeng Duan , Zhenguang G. Cai

Conducting systematic reviews (SR) is a time consuming endeavor that requires several iterations to setup right. We present ReLiS, a framework to configure and deploy projects while conducting a SR. It features a domain-specific modeling…

软件工程 · 计算机科学 2017-05-08 Brice M. Bigendako , Eugene Syriani

Systematic Literature Reviews (SLRs) are foundational to evidence-based research but remain labor-intensive and prone to inconsistency across disciplines. We present an LLM-based SLR evaluation copilot built on a Multi-Agent System (MAS)…

Code review is a mature practice for software quality assurance in software development with which reviewers check the code that has been committed by developers, and verify the quality of code. During the code review discussions, reviewers…

软件工程 · 计算机科学 2022-03-31 Liming Fu , Peng Liang , Beiqi Zhang

Despite the popularity and importance of modern code review, the understanding of the cognitive processes that enable reviewers to analyze code and provide meaningful feedback is lacking. To address this gap, we observed and interviewed ten…

Code analysis is fundamental in Software Engineering, supporting debugging, optimization, and security assessment. Human developers approach it through syntax parsing, static semantics inference, and dynamic reasoning. Traditional tools are…

软件工程 · 计算机科学 2026-05-22 Wei Ma , Zhihao Lin , Shangqing Liu , Qiang Hu , Ye Liu , Wenhan Wang , Cen Zhang , Liming Nie , Li Li , Yang Liu , Lingxiao Jiang

Optimizing the quality of software is a function of the degree of reviews made during the early life of a software development process. Reviews detect errors and potential errors early in the software development process. The errors…

软件工程 · 计算机科学 2014-12-11 Inibehe Emmanuel Akpannah

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…

软件工程 · 计算机科学 2022-04-05 Sakib Haque , Zachary Eberhart , Aakash Bansal , Collin McMillan

Background: The use of large language models (LLMs) in the title-abstract screening process of systematic reviews (SRs) has shown promising results, but suffers from limited performance evaluation. Aims: Create a benchmark dataset to…

软件工程 · 计算机科学 2025-12-25 Aleksi Huotala , Miikka Kuutila , Mika Mäntylä

Automated source code summarization is a popular software engineering research topic wherein machine translation models are employed to "translate" code snippets into relevant natural language descriptions. Most evaluations of such models…

软件工程 · 计算机科学 2021-06-17 Junayed Mahmud , Fahim Faisal , Raihan Islam Arnob , Antonios Anastasopoulos , Kevin Moran

Peer review is a multi-stage process involving reviews, rebuttals, meta-reviews, final decisions, and subsequent manuscript revisions. Recent advances in large language models (LLMs) have motivated methods that assist or automate different…

计算与语言 · 计算机科学 2026-05-05 Sihong Wu , Owen Jiang , Yilun Zhao , Tiansheng Hu , Yiling Ma , Kaiyan Zhang , Manasi Patwardhan , Arman Cohan

Code summarization is the task of generating readable summaries that are semantically meaningful and can accurately describe the presumed task of a software. Program comprehension has become one of the most tedious tasks for knowledge…

软件工程 · 计算机科学 2021-03-08 Piyush Shrivastava

Context: The importance of feature modeling languages for software product lines and the planning stage for a systematic literature review. Objective: A protocol for carrying out a systematic literature review about the evidence for…

软件工程 · 计算机科学 2020-10-30 Samuel Sepúlveda , Jaime Díaz , Marcelo Esperguel

A central function of code review is to increase understanding; helping reviewers understand a code change aids in knowledge transfer and finding bugs. Comments in code largely serve a similar purpose, helping future readers understand the…

软件工程 · 计算机科学 2022-04-04 Nikitha Rao , Jason Tsay , Martin Hirzel , Vincent J. Hellendoorn

The advent of computers has allowed mathematicians to do increasingly more difficult computations that used to be practically impossible. Peer reviewers will seldom look at any code attached to a math paper, however. In this article, we…

历史与综述 · 数学 2025-03-04 Jeroen Hanselman

Several code summarization techniques have been proposed in the literature to automatically document a code snippet or a function. Ideally, software developers should be involved in assessing the quality of the generated summaries. However,…

软件工程 · 计算机科学 2023-12-27 Antonio Mastropaolo , Matteo Ciniselli , Massimiliano Di Penta , Gabriele Bavota

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…

软件工程 · 计算机科学 2023-09-06 Junyi Lu , Lei Yu , Xiaojia Li , Li Yang , Chun Zuo

The exponential growth of financial research has rendered traditional systematic literature reviews (SLRs) increasingly impractical, as manual screening and narrative synthesis struggle to keep pace with the scale and complexity of modern…

计算金融 · 定量金融 2026-04-17 Wei Wei , Jin Zheng , Zining Wang , Weibin Feng