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GitHub is the world's largest host of source code, with more than 150M repositories. However, most of these repositories are not labeled or inadequately so, making it harder for users to find relevant projects. There have been various…

软件工程 · 计算机科学 2023-11-21 Cezar Sas , Andrea Capiluppi , Claudio Di Sipio , Juri Di Rocco , Davide Di Ruscio

Hosting over 10 million of software projects, GitHub is one of the most important data sources to study behavior of developers and software projects. However, with the increase of the size of open source datasets, the potential threats to…

软件工程 · 计算机科学 2018-05-09 Can Cheng , Bing Li , Zengyang Li , Peng Liang

GitHub projects can be easily replicated through the site's fork process or through a Git clone-push sequence. This is a problem for empirical software engineering, because it can lead to skewed results or mistrained machine learning…

软件工程 · 计算机科学 2023-12-05 Diomidis Spinellis , Zoe Kotti , Audris Mockus

Developers often resort to online Q&A forums such as Stack Overflow (SO) for filling their programming needs. Although code examples on those forums are good starting points, they are often incomplete and inadequate for developers' local…

软件工程 · 计算机科学 2019-05-30 Tianyi Zhang , Di Yang , Cristina Videira Lopes , Miryung Kim

How can we identify similar repositories and clusters among a large online archive, such as GitHub? Determiningrepository similarity is an essential building block in studying the dynamics and the evolution of such software ecosystems. The…

软件工程 · 计算机科学 2021-07-13 Md Omar Faruk Rokon , Pei Yan , Risul Islam , Michalis Faloutsos

Investigating the code fragments of code clones detected by code clone detection tools is a time-consuming task, especially when a large number of reference source files are available. This paper proposes (i) a method for clustering a clone…

软件工程 · 计算机科学 2021-10-05 Daisuke Nishioka , Toshihiro Kamiya

We present SwiftEmbed, a production-oriented serving system for static token embeddings that achieves 1.12\,ms p50 latency for single-text requests while maintaining a 60.6 MTEB average score across 8 representative tasks. Built around the…

计算与语言 · 计算机科学 2026-03-10 Edouard Lansiaux , Antoine Simonet , Eric Wiel

Software testing is still a manual process in many industries, despite the recent improvements in automated testing techniques. As a result, test cases are often specified in natural language by different employees and many redundant test…

软件工程 · 计算机科学 2021-10-18 Markos Viggiato , Dale Paas , Chris Buzon , Cor-Paul Bezemer

Context: Within the field of Mining Software Repositories, there are numerous methods employed to filter datasets in order to avoid analysing low-quality projects. Unfortunately, the existing filtering methods have not kept up with the…

软件工程 · 计算机科学 2020-07-01 Peter Pickerill , Heiko Joshua Jungen , Miroslaw Ochodek , Miroslaw Staron

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…

机器学习 · 计算机科学 2020-06-09 Hamel Husain , Ho-Hsiang Wu , Tiferet Gazit , Miltiadis Allamanis , Marc Brockschmidt

The fork-based development mechanism provides the flexibility and the unified processes for software teams to collaborate easily in a distributed setting without too much coordination overhead.Currently, multiple social coding platforms…

Programmers make rich use of natural language in the source code they write through identifiers and comments. Source code identifiers are selected from a pool of tokens which are strongly related to the meaning, naming conventions, and…

计算与语言 · 计算机科学 2018-07-20 Vadim Markovtsev , Waren Long , Egor Bulychev , Romain Keramitas , Konstantin Slavnov , Gabor Markowski

GitHub repositories consist of various detailed information about the project contributors, the number of commits and its contributors, releases, pull requests, programming languages, and issues. However, no systematic dataset of open…

软件工程 · 计算机科学 2020-12-08 Shreyansh Surana , Smit Detroja , Saurabh Tiwari

Stack Overflow (SO) is the most popular question-and-answer website for software developers, providing a large amount of copyable code snippets. Like other software artifacts, code on SO evolves over time, for example when bugs are fixed or…

软件工程 · 计算机科学 2019-03-20 Sebastian Baltes , Christoph Treude , Stephan Diehl

The emergence of online open source repositories in the recent years has led to an explosion in the volume of openly available source code, coupled with metadata that relate to a variety of software development activities. As an effect, in…

软件工程 · 计算机科学 2023-12-05 Vasiliki Efstathiou , Diomidis Spinellis

Searching for information about a specific person is an online activity frequently performed by many users. In most cases, users are aided by queries containing a name and sending back to the web search engines for finding their will.…

计算与语言 · 计算机科学 2020-07-23 Aviad Elyashar , Rami Puzis , Michael Fire

Translation between natural language and source code can help software development by enabling developers to comprehend, ideate, search, and write computer programs in natural language. Despite growing interest from the industry and the…

Natural language processing has improved tremendously after the success of word embedding techniques such as word2vec. Recently, the same idea has been applied on source code with encouraging results. In this survey, we aim to collect and…

机器学习 · 计算机科学 2019-04-08 Zimin Chen , Martin Monperrus

GitHub hosts hundreds of millions of code repositories written in hundreds of different programming languages. In addition to its hosting services, GitHub provides data and insights into code, such as vulnerability analysis and code…

软件工程 · 计算机科学 2022-06-22 Patrick Thomson , Rob Rix , Nicolas Wu , Tom Schrijvers

Inconsistent modifications to code clones can lead to software defects. Many approaches exist to support consistent modifications based on clone detection and/or change pattern extraction. However, no tool currently supports synchronization…

软件工程 · 计算机科学 2026-03-18 Motoki Abe , Shinpei Hayashi
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