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The common use case of code smells assumes causality: Identify a smell, remove it, and by doing so improve the code. We empirically investigate their fitness to this use. We present a list of properties that code smells should have if they…

Software Engineering · Computer Science 2024-01-17 Idan Amit , Nili Ben Ezra , Dror G. Feitelson

Software development involves collaborative interactions where stakeholders express opinions across various platforms. Recognizing the sentiments conveyed in these interactions is crucial for the effective development and ongoing…

Software Engineering · Computer Science 2026-04-22 Ting Zhang , Ivana Clairine Irsan , Ferdian Thung , David Lo

Many of the existing approaches for program comprehension rely on the linguistic information found in source code, such as identifier names and comments. Semantic clustering is one such technique for modularization of the system that relies…

Software Engineering · Computer Science 2017-08-08 Amir Saeidi , Jurriaan Hage , Ravi Khadka , Slinger Jansen

Block-based programming languages like Scratch enable children to be creative while learning to program. Even though the block-based approach simplifies the creation of programs, learning to program can nevertheless be challenging.…

Software Engineering · Computer Science 2021-08-16 Florian Obermüller , Lena Bloch , Luisa Greifenstein , Ute Heuer , Gordon Fraser

While a substantial body of prior research has investigated the form and nature of production code, comparatively little attention has examined characteristics of test code, and, in particular, test smells in that code. In this paper, we…

Software Engineering · Computer Science 2021-03-30 Amjed Tahir , Steve Counsell , Stephen G. MacDonell

One of the most pressing threats to computing systems is software vulnerabilities, which can compromise both hardware and software components. Existing methods for vulnerability detection remain suboptimal. Traditional techniques are both…

Cryptography and Security · Computer Science 2023-09-28 Jin Wang , Zishan Huang , Hengli Liu , Nianyi Yang , Yinhao Xiao

In software development environments, code quality is crucial. This study aims to assist Machine Learning (ML) engineers in enhancing their code by identifying and correcting Data Leakage issues within their models. Data Leakage occurs when…

Software Engineering · Computer Science 2025-09-22 Owen Truong , Terrence Zhang , Arnav Marchareddy , Ryan Lee , Jeffery Busold , Michael Socas , Eman Abdullah AlOmar

The integration of Large Language Models (LLMs) into Development Environments (IDEs) has become a focal point in modern software development. LLMs such as OpenAI GPT-3.5/4 and Code Llama offer the potential to significantly augment…

A recent research trend has emerged to identify developers' emotions, by applying sentiment analysis to the content of communication traces left in collaborative development environments. Trying to overcome the limitations posed by using…

Software Engineering · Computer Science 2018-03-20 Nicole Novielli , Daniela Girardi , Filippo Lanubile

Machine learning on source code (MLOnCode) is a popular research field that has been driven by the availability of large-scale code repositories and the development of powerful probabilistic and deep learning models for mining source code.…

Software Engineering · Computer Science 2022-04-27 Fran Silavong , Sean Moran , Antonios Georgiadis , Rohan Saphal , Robert Otter

Software architectural changes involve more than one module or component and are complex to analyze compared to local code changes. Development teams aiming to review architectural aspects (design) of a change commit consider many essential…

Software Engineering · Computer Science 2021-09-03 Amit Kumar Mondal , Chanchal K. Roy , Kevin A. Schneider , Banani Roy , Sristy Sumana Nath

Large Language Models (LLMs) have shown promise in automating code generation and software engineering tasks, yet they often struggle with complex, multi-file projects due to context limitations and knowledge gaps. We propose a novel…

Software Engineering · Computer Science 2025-08-13 Muhammad Haseeb

Community smells reflect poor organizational practices that often lead to socio-technical issues and the accumulation of Self-Admitted Technical Debt (SATD). While prior studies have explored these problems in general software systems,…

Software Engineering · Computer Science 2025-08-04 Shamse Tasnim Cynthia , Nuri Almarimi , Banani Roy

As the number of web applications and API endpoints exposed to the Internet continues to grow, so does the number of exploitable vulnerabilities. Manually identifying such vulnerabilities is tedious. Meanwhile, static security scanners tend…

Cryptography and Security · Computer Science 2025-12-17 Felix Mächtle , Nils Loose , Tim Schulz , Florian Sieck , Jan-Niclas Serr , Ralf Möller , Thomas Eisenbarth

Software Quality is a major concern in software engineering development in order to be competitive. Such a quality can be achieved by a possible technique called Refactoring where the systems external behavior of the system is not changed.…

Context: Securing microservice-based applications is crucial, as many IT companies are delivering their businesses through microservices. If security smells affect microservice-based applications, they can possibly suffer from security…

Software Engineering · Computer Science 2021-04-28 Francisco Ponce , Jacopo Soldani , Hernán Astudillo , Antonio Brogi

While constructing supervised learning models, we require labelled examples to build a corpus and train a machine learning model. However, most studies have built the labelled dataset manually, which in many occasions is a daunting task. To…

Software Engineering · Computer Science 2023-03-14 Najam Nazar , Norman Chen , Chun Yong Chong

Code review is a cornerstone of software quality assurance, and recent advances in Large Language Models (LLMs) have shown promise in its automation. However, existing benchmarks for LLM-based code review face three major limitations. Lack…

Software Engineering · Computer Science 2026-01-01 Ruida Hu , Xinchen Wang , Xin-Cheng Wen , Zhao Zhang , Bo Jiang , Pengfei Gao , Chao Peng , Cuiyun Gao

We present and evaluate Spectrum-Based Log Diagnosis (SBLD), a method to help developers quickly diagnose problems found in complex integration and deployment runs. Inspired by Spectrum-Based Fault Localization, SBLD leverages the…

Software Engineering · Computer Science 2021-01-08 Carl Martin Rosenberg , Leon Moonen

Context: Developers use bad code smells to guide code reorganization. Yet developers, text books, tools, and researchers disagree on which bad smells are important. Objective: To evaluate the likelihood that a code reorganization to address…

Software Engineering · Computer Science 2017-05-17 Rahul Krishna , Tim Menzies , Lucas Layman
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