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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

An essential aspect of prioritizing incident tickets for resolution is efficiently labeling tickets with fine-grained categories. However, ticket data is often complex and poses several unique challenges for modern machine learning methods:…

计算与语言 · 计算机科学 2023-07-04 Zhexiong Liu , Cris Benge , Siduo Jiang

App stores allow users to give valuable feedback on apps, and developers to find this feedback and use it for the software evolution. However, finding user feedback that matches existing bug reports in issue trackers is challenging as users…

软件工程 · 计算机科学 2021-02-16 Marlo Häring , Christoph Stanik , Walid Maalej

Music autotagging aims to automatically assign descriptive tags, such as genre, mood, or instrumentation, to audio recordings. Due to its challenges, diversity of semantic descriptions, and practical value in various applications, it has…

声音 · 计算机科学 2025-09-09 Pedro Ramoneda , Pablo Alonso-Jiménez , Sergio Oramas , Xavier Serra , Dmitry Bogdanov

Automation engineering is the task of integrating, via software, various sensors, actuators, and controls for automating a real-world process. Today, automation engineering is supported by a suite of software tools including integrated…

软件工程 · 计算机科学 2020-07-08 Arquimedes Canedo , Palash Goyal , Di Huang , Amit Pandey , Gustavo Quiros

Effective issue triaging is crucial for software development teams to improve software quality, and thus customer satisfaction. Validating issue reports manually can be time-consuming, hindering the overall efficiency of the triaging…

软件工程 · 计算机科学 2023-11-30 Ethem Utku Aktas , Ebru Cakmak , Mete Cihad Inan , Cemal Yilmaz

Bots are frequently used in Github repositories to automate repetitive activities that are part of the distributed software development process. They communicate with human actors through comments. While detecting their presence is…

软件工程 · 计算机科学 2021-01-29 Mehdi Golzadeh , Alexandre Decan , Damien Legay , Tom Mens

One of the central tasks in software maintenance is being able to understand and develop code changes. Thus, given a natural language description of the desired new operation of a function, an agent (human or AI) might be asked to generate…

软件工程 · 计算机科学 2025-02-05 Kunal Pai , Premkumar Devanbu , Toufique Ahmed

Bug reports, encompassing a wide range of bug types, are crucial for maintaining software quality. However, the increasing complexity and volume of bug reports pose a significant challenge in sole manual identification and assignment to the…

软件工程 · 计算机科学 2026-04-22 Guoming Long , Shihai Wang , Hui Fang , Tao Chen

Large language models (LLMs) have achieved impressive performance across various natural language benchmarks, prompting a continual need to curate more difficult datasets for larger LLMs, which is costly and time-consuming. In this paper,…

计算与语言 · 计算机科学 2024-06-07 Jiahao Ying , Yixin Cao , Yushi Bai , Qianru Sun , Bo Wang , Wei Tang , Zhaojun Ding , Yizhe Yang , Xuanjing Huang , Shuicheng Yan

Millions of mobile apps are available in app stores, such as Apple's App Store and Google Play. For a mobile app, it would be increasingly challenging to stand out from the enormous competitors and become prevalent among users. Good user…

软件工程 · 计算机科学 2020-08-25 Cuiyun Gao , Jichuan Zeng , Zhiyuan Wen , David Lo , Xin Xia , Irwin King , Michael R. Lyu

Automatically resolving software issues is crucial for software development in practice, impacting the software quality and user experience. The process of resolving real-world issues encompasses tasks such as question-answering (QA), fault…

软件工程 · 计算机科学 2024-11-28 Ruida Hu , Chao Peng , Jingyi Ren , Bo Jiang , Xiangxin Meng , Qinyun Wu , Pengfei Gao , Xinchen Wang , Cuiyun Gao

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…

软件工程 · 计算机科学 2023-03-20 Zhou Yang , Chenyu Wang , Jieke Shi , Thong Hoang , Pavneet Kochhar , Qinghua Lu , Zhenchang Xing , David Lo

It is necessary to gather real refactoring instances while conducting empirical studies on refactoring. However, existing refactoring detection approaches are insufficient in terms of their accuracy and coverage. Reducing the manual effort…

软件工程 · 计算机科学 2021-05-20 Ryo Kuramoto , Motoshi Saeki , Shinpei Hayashi

Several studies have evaluated automatic techniques for classifying software issue reports to assist practitioners in effectively assigning relevant resources based on the type of issue. Currently, no comprehensive overview of this area has…

软件工程 · 计算机科学 2026-05-08 Muhammad Laiq , Felix Dobslaw

Software quality assurance remains a major challenge in industrial environments, where large-scale and long-lived systems inevitably accumulate defects. Identifying the location of a fault is often time-consuming and costly, particularly…

软件工程 · 计算机科学 2026-05-14 Pernilla Hall , Anton Ununger , Riccardo Rubei , Alessio Bucaioni

Many software bugs are reported manually, particularly bugs that manifest themselves visually in the user interface. End-users typically report these bugs via app reviewing websites, issue trackers, or in-app built-in bug reporting tools,…

软件工程 · 计算机科学 2022-09-22 Yang Song , Junayed Mahmud , Ying Zhou , Oscar Chaparro , Kevin Moran , Andrian Marcus , Denys Poshyvanyk

Logging -- used for system events and security breaches to describe more informational yet essential aspects of software features -- is pervasive. Given the high transactionality of today's software, logging effectiveness can be reduced by…

软件工程 · 计算机科学 2022-07-20 Yiming Tang , Allan Spektor , Raffi Khatchadourian , Mehdi Bagherzadeh

GitHub and GitLab are widely used collaborative platforms whose issue-tracking systems contain large volumes of unstructured text, including logs, code snippets, and configuration examples. This creates a significant risk of accidental…

密码学与安全 · 计算机科学 2026-04-09 Md Nafiu Rahman , Sadif Ahmed , Zahin Wahab , Gias Uddin , Rifat Shahriyar

Context: Mobile app reviews written by users on app stores or social media are significant resources for app developers.Analyzing app reviews have proved to be useful for many areas of software engineering (e.g., requirement engineering,…

软件工程 · 计算机科学 2022-04-08 Mohammad Abdul Hadi , Fatemeh H. Fard