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There has been an increase of interest in code search using natural language. Assessing the performance of such code search models can be difficult without a readily available evaluation suite. In this paper, we present an evaluation…

Software Engineering · Computer Science 2019-10-03 Hongyu Li , Seohyun Kim , Satish Chandra

StackOverflow has become an emerging resource for talent recognition in recent years. While users exploit technical language on StackOverflow, recruiters try to find the relevant candidates for jobs using their own terminology. This…

Information Retrieval · Computer Science 2019-07-17 Arash Dargahi Nobari , Mahmood Neshati , Sajad Sotudeh Gharebagh

Semantic code search is the task of retrieving relevant code given a natural language query. While related to other information retrieval tasks, it requires bridging the gap between the language used in code (often abbreviated and highly…

Machine Learning · Computer Science 2020-06-09 Hamel Husain , Ho-Hsiang Wu , Tiferet Gazit , Miltiadis Allamanis , Marc Brockschmidt

We performed two online surveys of Stack Overflow answerers and visitors to assess their awareness to outdated code and software licenses in Stack Overflow answerers. The answerer survey targeted 607 highly reputed Stack Overflow users and…

Software Engineering · Computer Science 2018-06-22 Chaiyong Ragkhitwetsagul , Jens Krinke , Rocco Oliveto

Stack Overflow hosts valuable programming-related knowledge with 11,926,354 links that reference to the third-party websites. The links that reference to the resources hosted outside the Stack Overflow websites extend the Stack Overflow…

Software Engineering · Computer Science 2022-02-15 Jiakun Liu , Xin Xia , David Lo , Haoxiang Zhang , Ying Zou , Ahmed E. Hassan , Shanping Li

Semantic code search is the task of retrieving a code snippet given a textual description of its functionality. Recent work has been focused on using similarity metrics between neural embeddings of text and code. However, current language…

Machine Learning · Computer Science 2022-11-08 Shushan Arakelyan , Anna Hakhverdyan , Miltiadis Allamanis , Luis Garcia , Christophe Hauser , Xiang Ren

Docker technology has been increasingly used among software developers in a multitude of projects. This growing interest is due to the fact that Docker technology supports a convenient process for creating and building containers, promoting…

Software Engineering · Computer Science 2020-08-12 Mubin Ul Haque , Leonardo Horn Iwaya , M. Ali Babar

Nowadays, it has become a basic need to reuse existing Application Programming Interface (API), Class Libraries, and frameworks for rapid software development. Software developers often reuse this by calling the respective APIs or…

Software Engineering · Computer Science 2020-05-07 Ziaur Rahman

The performance of automatic code documentation generation models depends critically on the quality of the training data used for supervision. However, most existing code documentation datasets are constructed through large scale scraping…

Software Engineering · Computer Science 2025-12-25 Recep Kaan Karaman , Meftun Akarsu

Semantic code search is the task of retrieving relevant code snippet given a natural language query. Different from typical information retrieval tasks, code search requires to bridge the semantic gap between the programming language and…

Computation and Language · Computer Science 2022-01-28 Chen Wu , Ming Yan

Search is an integral part of a software development process. Developers often use search engines to look for information during development, including reusable code snippets, API understanding, and reference examples. Developers tend to…

Explanations are essential in software engineering (SE) and requirements communication, helping stakeholders clarify ambiguities, justify design choices, and build shared understanding. Online Q&A forums such as Stack Overflow provide…

Software Engineering · Computer Science 2026-01-22 Martin Obaidi , Kushtrim Qengaj , Hannah Deters , Jakob Droste , Marc Herrmann , Kurt Schneider , Jil Klünder

Modern code review is a widely used technique employed in both industrial and open-source projects to improve software quality, share knowledge, and ensure adherence to coding standards and guidelines. During code review, developers may…

Software Engineering · Computer Science 2022-03-29 Eman Abdullah AlOmar , Moataz Chouchen , Mohamed Wiem Mkaouer , Ali Ouni

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…

Software Engineering · Computer Science 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

A growing number of software-intensive systems are being accused of violating or ignoring human values (e.g., privacy, inclusion, and social responsibility), and this poses great difficulties to individuals and society. Such violations…

Software Engineering · Computer Science 2022-03-22 Sara Krishtul , Mojtaba Shahin , Humphrey O. Obie , Hourieh Khalajzadeh , Fan Gai , Ali Rezaei Nasab , John Grundy

Developers spend 70% of their time understanding code. Code that is easy to read can save time, while hard-to-read code can lead to the introduction of bugs. However, it is difficult to establish what makes code more understandable.…

Software Engineering · Computer Science 2021-10-05 Delano Oliveira

Millions of users visit Stack Overflow regularly to ask community for answers to their programming questions. However, like many other platforms, Stack Overflow consistently struggles with low user retention and declining levels of user…

Computers and Society · Computer Science 2025-09-09 Denis Helic , Tiago Santos

With the advance in quantum computing, quantum software becomes critical for exploring the full potential of quantum computing systems. Recently, quantum software engineering (QSE) becomes an emerging area attracting more and more…

Software Engineering · Computer Science 2022-05-09 Mohamed Raed El aoun , Heng Li , Foutse Khomh , Moses Openja

Context: Software code reviews are an important part of the development process, leading to better software quality and reduced overall costs. However, finding appropriate code reviewers is a complex and time-consuming task. Goals: In this…

Software Engineering · Computer Science 2018-10-29 Jakub Lipcak , Bruno Rossi

Study shows that software developers spend about 19% of their time looking for information in the web during software development and maintenance. Traditional web search forces them to leave the working environment (e.g., IDE) and look for…

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