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Increased reproducibility of machine learning research has been a driving force for dramatic improvements in learning performances. The scientific community further fosters this effort by including reproducibility ratings in reviewer forms…

计算与语言 · 计算机科学 2023-10-17 Eyüp Kaan Akdeniz , Selma Tekir , Malik Nizar Asad Al Hinnawi

Deep learning methods, which have found successful applications in fields like image classification and natural language processing, have recently been applied to source code analysis too, due to the enormous amount of freely available…

软件工程 · 计算机科学 2021-11-18 Rocìo Cabrera Lozoya , Arnaud Baumann , Antonino Sabetta , Michele Bezzi

Requirements traceability, the process of establishing and maintaining relationships between requirements and various software development artifacts, is paramount for ensuring system integrity and fulfilling requirements throughout the…

软件工程 · 计算机科学 2026-05-25 Nouf Alturayeif , Irfan Ahmad , Jameleddine Hassine

Information Retrieval (IR) plays a pivotal role in diverse Software Engineering (SE) tasks, e.g., bug localization and triaging, code retrieval, requirements analysis, etc. The choice of similarity measure is the core component of an IR…

软件工程 · 计算机科学 2018-08-10 Md Masudur Rahman , Saikat Chakraborty , Gail Kaiser , Baishakhi Ray

Modern Code Review (MCR) is an informal tool-assisted quality assurance practice. It relies on the asynchronous communication among the authors of code changes and reviewers, who are developers that provide feedback. However, from candidate…

软件工程 · 计算机科学 2023-12-12 Eduardo Witter , Ingrid Nunes , Dietmar Jannach

Software fault prediction model are employed to optimize testing resource allocation by identifying fault-prone classes before testing phases. Several researchers' have validated the use of different classification techniques to develop…

软件工程 · 计算机科学 2017-04-17 Lov Kumar , Santanu Rath , Ashish Sureka

Every artist has a creative process that draws inspiration from previous artists and their works. Today, "inspiration" has been automated by generative music models. The black box nature of these models obscures the identity of the works…

声音 · 计算机科学 2024-01-29 Julia Barnett , Hugo Flores Garcia , Bryan Pardo

In software development, the identification of source code file experts is an important task. Identifying these experts helps to improve software maintenance and evolution activities, such as developing new features, code reviews, and bug…

软件工程 · 计算机科学 2022-08-17 Otávio Cury , Guilherme Avelino , Pedro Santos Neto , Ricardo Britto , Marco Túlio Valente

Requirements traceability in safety-critical software development remains largely dependent on external documentation maintained separately from the systems it describes. This separation introduces structural fragility: traces degrade…

软件工程 · 计算机科学 2026-03-17 Thorsten Schlathölter

To cope with the ever-growing information overload, an increasing number of digital libraries employ content-based recommender systems. These systems traditionally recommend related documents with the help of similarity measures. However,…

信息检索 · 计算机科学 2020-08-04 Malte Ostendorff

Context: Code smells (CS) tend to compromise software quality and also demand more effort by developers to maintain and evolve the application throughout its life-cycle. They have long been catalogued with corresponding mitigating solutions…

Cloud-based software-as-a-service (SaaS) have gained popularity due to their low cost and elasticity. However, like other software, SaaS applications suffer from code smells, which can drastically affect functionality and resource usage.…

软件工程 · 计算机科学 2020-08-17 Asif Imran , Tevfik Kosar

Most of the existing approaches focus on specific visual tasks while ignoring the relations between them. Estimating task relation sheds light on the learning of high-order semantic concepts, e.g., transfer learning. How to reveal the…

机器学习 · 计算机科学 2019-07-30 Guangcong Wang , Jianhuang Lai , Wenqi Liang , Guangrun Wang

The popularity of machine learning has wildly expanded in recent years. Machine learning techniques have been heatedly studied in academia and applied in the industry to create business value. However, there is a lack of guidelines for code…

软件工程 · 计算机科学 2022-03-31 Haiyin Zhang , Luís Cruz , Arie van Deursen

English research articles (RAs) are an essential genre in academia, so the attempts to employ NLP to assist the development of academic writing ability have received considerable attention in the last two decades. However, there has been no…

计算与语言 · 计算机科学 2021-11-16 Siyu Lei , Ruiying Yang , Chu-Ren Huang

Classification aids software development activities by organizing requirements in classes for easier access and retrieval. The majority of requirements classification research has, so far, focused on binary or multi-class classification.…

In the era of large language models (LLMs), code benchmarks have become an important research area in software engineering and are widely used by practitioners. These benchmarks evaluate the performance of LLMs on specific code-related…

软件工程 · 计算机科学 2025-06-24 Zhiyuan Pan , Xing Hu , Xin Xia , Xiaohu Yang

As language models accelerate scientific research by automating hypothesis generation and implementation, a new bottleneck emerges: evaluating and filtering hundreds of AI-generated ideas without exhaustive experimentation. We ask whether…

机器学习 · 计算机科学 2026-05-22 Srujan P Mule , Aniketh Garikaparthi , Manasi Patwardhan

Purpose: Researchers frequently encounter the following problems when writing scientific articles: (1) Selecting appropriate citations to support the research idea is challenging. (2) The literature review is not conducted extensively,…

信息检索 · 计算机科学 2021-05-04 Haihua Chen

In the pull-based development model, code contributions are submitted as pull requests (PRs) to undergo reviews and approval by other developers with the goal of being merged into the code base. A PR can be supported by a description, whose…

软件工程 · 计算机科学 2026-02-17 Shirin Pirouzkhah , Pavlína Wurzel Gonçalves , Alberto Bacchelli