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The open source development model has become a paradigm shift from traditional in-house/closed-source software development model, with many successes. Traditionally, open source projects were characterized essentially by their individual…

软件工程 · 计算机科学 2018-09-12 Qingye Jiang , Young Choon Lee , Joseph G. Davis , Ablert Y. Zomaya

Large language models (LLMs) have brought a paradigm shift to the field of code generation, offering the potential to enhance the software development process. However, previous research mainly focuses on the accuracy of code generation,…

软件工程 · 计算机科学 2025-06-24 Yanlin Wang , Tianyue Jiang , Mingwei Liu , Jiachi Chen , Mingzhi Mao , Xilin Liu , Yuchi Ma , Zibin Zheng

While a large number of pre-trained models of source code have been successfully developed and applied to a variety of software engineering (SE) tasks in recent years, our understanding of these pre-trained models is arguably fairly…

软件工程 · 计算机科学 2023-02-09 Changan Niu , Chuanyi Li , Vincent Ng , Dongxiao Chen , Jidong Ge , Bin Luo

Data Science is a modern Data Intelligence practice, which is the core of many businesses and helps businesses build smart strategies around to deal with businesses challenges more efficiently. Data Science practice also helps in automating…

机器学习 · 计算机科学 2023-08-10 Balaram Panda

Coding standards and good practices are fundamental to a disciplined approach to software projects, whatever programming languages they employ. Prolog programming can benefit from such an approach, perhaps more than programming in other…

编程语言 · 计算机科学 2011-05-18 Michael A. Covington , Roberto Bagnara , Richard A. O'Keefe , Jan Wielemaker , Simon Price

Recent code translation techniques exploit neural machine translation models to translate source code from one programming language to another to satisfy production compatibility or to improve efficiency of codebase maintenance. Most…

人工智能 · 计算机科学 2023-10-26 Weixiang Yan , Yuchen Tian , Yunzhe Li , Qian Chen , Wen Wang

Context: software projects are common resources in Software Engineering experiments, although these are often selected without following a specific strategy, which reduces the representativeness and replication of the results. An option is…

软件工程 · 计算机科学 2021-09-17 Juan Andres Carruthers , Jorge Andres Diaz Pace , Emanuel Agustin Irrazabal

Code naturalness, which captures repetitiveness and predictability in programming languages, has proven valuable for various code-related tasks in software engineering. However, precisely measuring code naturalness remains a fundamental…

软件工程 · 计算机科学 2024-09-04 Chen Yang , Junjie Chen , Jiajun Jiang , Yuliang Huang

The rapid development of large language models has revolutionized code intelligence in software development. However, the predominance of closed-source models has restricted extensive research and development. To address this, we introduce…

Almost all research work in computational neuroscience involves software. As researchers try to understand ever more complex systems, there is a continual need for software with new capabilities. Because of the wide range of questions being…

神经元与认知 · 定量生物学 2013-11-21 Marc-Oliver Gewaltig , Robert Cannon

Every research project necessitates data, often requiring sharing and collaborative review within a team. However, there is a dearth of good open-source data sharing and reviewing services. Existing file-sharing services generally mandate…

数据库 · 计算机科学 2024-06-27 Lexington Whalen , Homayoun Valafar

We introduce DSCodeBench, a new benchmark designed to evaluate large language models (LLMs) on complicated and realistic data science code generation tasks. DSCodeBench consists of 1,000 carefully constructed problems sourced from realistic…

软件工程 · 计算机科学 2025-11-18 Shuyin Ouyang , Dong Huang , Jingwen Guo , Zeyu Sun , Qihao Zhu , Jie M. Zhang

Context: Writing Clean Code understandable by other collaborators has become crucial to enhancing collaboration and productivity. However, very little is known regarding whether developers agree with Clean Code Principles and how they apply…

软件工程 · 计算机科学 2022-08-16 Kevin Ljung , Javier Gonzalez-Huerta

In Open Source Software, resources of any project are open for reuse by introducing dependencies or copying the resource itself. In contrast to dependency-based reuse, the infrastructure to systematically support copy-based reuse appears to…

软件工程 · 计算机科学 2025-01-30 Mahmoud Jahanshahi , David Reid , Audris Mockus

Software engineering and information systems practices seek ultimately to create the flawless product. One of the tools used to improve the quality of software development is the use of metrics. In this paper, metrics retrieved from open…

软件工程 · 计算机科学 2015-11-11 Mamdouh Alenezi , Ibrahim Abunadi

Background: Contemporary software development organizations lack diversity and the ratios of women in Free and open-source software (FOSS) communities are even lower than the industry average. Although the results of recent studies hint the…

软件工程 · 计算机科学 2023-02-07 Sayma Sultana , Amiangshu Bosu

A growing number of students are completing undergraduate degrees in statistics and entering the workforce as data analysts. In these positions, they are expected to understand how to utilize databases and other data warehouses, scrape data…

其他统计学 · 统计学 2020-07-21 Johanna Hardin , Roger Hoerl , Nicholas J. Horton , Deborah Nolan

Context: On top of the inherent challenges startup software companies face applying proper software engineering practices, the non-deterministic nature of machine learning techniques makes it even more difficult for machine learning (ML)…

软件工程 · 计算机科学 2023-04-05 Bishal Lakha , Kalyan Bhetwal , Nasir U. Eisty

Background: Developers spend a lot of their time on understanding source code. Static code analysis tools can draw attention to code that is difficult for developers to understand. However, most of the findings are based on non-validated…

软件工程 · 计算机科学 2020-07-27 Marvin Muñoz Barón , Marvin Wyrich , Stefan Wagner

Product innovation assessment in software sector is a timely topic. Nevertheless, research on that subject is particularly scant. As a result, there is a lack of criteria to measure software innovativeness. In a context of theoretical and…

软件工程 · 计算机科学 2025-05-08 Nordine Benkeltoum