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Open Source Software projects add labels to open issues to help contributors choose tasks. However, manually labeling issues is time-consuming and error-prone. Current automatic approaches for creating labels are mostly limited to…

Software Engineering · Computer Science 2024-01-24 Fabio Santos , Igor Wiese , Bianca Trinkenreich , Igor Steinmacher , Anita Sarma , Marco Gerosa

Selecting an appropriate task is challenging for contributors to Open Source Software (OSS), mainly for those who are contributing for the first time. Therefore, researchers and OSS projects have proposed various strategies to aid…

Software Engineering · Computer Science 2022-11-16 Fabio Santos

Developers often struggle to navigate an Open Source Software (OSS) project's issue-tracking system and find a suitable task. Proper issue labeling can aid task selection, but current tools are limited to classifying the issues according to…

Software Engineering · Computer Science 2024-03-06 Joseph Vargovich , Fabio Santos , Jacob Penney , Marco A. Gerosa , Igor Steinmacher

Modern open source software development heavily relies on the issue tracking systems to manage their feature requests, bug reports, tasks, and other similar artifacts. Together, those "issues" form a complex network with links to each…

Software Engineering · Computer Science 2021-08-11 Alexander Nicholson , Jin L. C. Guo

In a wave of growth, open-source projects need to modernize and change how they deal with processes, methods, and communication with their contributors. We could observe that open-source projects are constantly evolving to improve their…

Software Engineering · Computer Science 2021-10-05 Joselito Júnior , Gláucya Boechat , Ivan Machado

Issue tracking systems are used in the software industry for the facilitation of maintenance activities that keep the software robust and up to date with ever-changing industry requirements. Usually, users report issues that can be…

Software Engineering · Computer Science 2022-02-16 Anas Nadeem , Muhammad Usman Sarwar , Muhammad Zubair Malik

Artificial Intelligence systems, which benefit from the availability of large-scale datasets and increasing computational power, have become effective solutions to various critical tasks, such as natural language understanding, speech…

Software Engineering · Computer Science 2023-03-20 Zhou Yang , Chenyu Wang , Jieke Shi , Thong Hoang , Pavneet Kochhar , Qinghua Lu , Zhenchang Xing , David Lo

One of the issues faced by the maintainers of popular open source software is the triage of newly reported issues. Many of the issues submitted to issue trackers are questions. Many people ask questions on issue trackers about their problem…

Software Engineering · Computer Science 2024-12-09 Aidin Rasti

Application Programming Interfaces (APIs), which encapsulate the implementation of specific functions as interfaces, greatly improve the efficiency of modern software development. As numbers of APIs spring up nowadays, developers can hardly…

Software Engineering · Computer Science 2021-12-24 Yun Peng , Shuqing Li , Wenwei Gu , Yichen Li , Wenxuan Wang , Cuiyun Gao , Michael Lyu

Topic modelling is a popular unsupervised method for identifying the underlying themes in document collections that has many applications in information retrieval. A topic is usually represented by a list of terms ranked by their…

Information Retrieval · Computer Science 2020-06-02 Areej Alokaili , Nikolaos Aletras , Mark Stevenson

One of the best ways for developers to test and improve their skills in a fun and challenging way are programming challenges, offered by a plethora of websites. For the inexperienced ones, some of the problems might appear too challenging,…

Machine Learning · Computer Science 2019-11-28 Bianca Iancu , Gabriele Mazzola , Kyriakos Psarakis , Panagiotis Soilis

We introduce an open-domain topic classification system that accepts user-defined taxonomy in real time. Users will be able to classify a text snippet with respect to any candidate labels they want, and get instant response from our web…

Computation and Language · Computer Science 2023-07-03 Hantian Ding , Jinrui Yang , Yuqian Deng , Hongming Zhang , Dan Roth

Labeling data is an important step in the supervised machine learning lifecycle. It is a laborious human activity comprised of repeated decision making: the human labeler decides which of several potential labels to apply to each example.…

Developers collaboratively discuss, implement, use, and share software entities hosted on software repositories. Proper documentation plays an important role in successful software management and maintenance. Users exploit Issue Tracking…

Software Engineering · Computer Science 2021-09-29 Maliheh Izadi , Kiana Akbari , Abbas Heydarnoori

Developers prefer to utilize third-party libraries when they implement some functionalities and Application Programming Interfaces (APIs) are frequently used by them. Facing an unfamiliar API, developers tend to consult tutorials as…

Software Engineering · Computer Science 2017-03-07 He Jiang , Jingxuan Zhang , Xiaochen Li , Zhilei Ren , David Lo

Standard automatic methods for recognizing problematic development commits can be greatly improved via the incremental application of human+artificial expertise. In this approach, called EMBLEM, an AI tool first explore the software…

Software Engineering · Computer Science 2020-04-08 Huy Tu , Zhe Yu , Tim Menzies

New contributors often struggle to find tasks that they can tackle when onboarding onto a new Open Source Software (OSS) project. One reason for this difficulty is that issue trackers lack explanations about the knowledge or skills needed…

Context: Various approaches aim to support program comprehension by automatically detecting algorithms in source code. However, no empirical evaluations of their helpfulness have been performed. Objective: To empirically evaluate how…

Software Engineering · Computer Science 2025-04-29 Denis Neumüller , Alexander Raschke , Matthias Tichy

Software development tasks must be performed successfully to achieve software quality and customer satisfaction. Knowing whether software tasks are likely to fail is essential to ensure the success of software projects. Issue Tracking…

Software Engineering · Computer Science 2020-06-03 Sandra L. Ramírez-Mora , Hanna Oktaba , Helena Gómez-Adorno

App reviews reflect various user requirements that can aid in planning maintenance tasks. Recently, proposed approaches for automatically classifying user reviews rely on machine learning algorithms. A previous study demonstrated that…

Software Engineering · Computer Science 2025-07-15 Yasaman Abedini , Abbas Heydarnoori
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