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Intelligent services are becoming increasingly more pervasive; application developers want to leverage the latest advances in areas such as computer vision to provide new services and products to users, and large technology firms enable…

Software Engineering · Computer Science 2020-01-29 Alex Cummaudo , Rajesh Vasa , Scott Barnett , John Grundy , Mohamed Abdelrazek

Previous studies that used data from Stack Overflow to develop predictive models often employed limited benchmarks of 3-5 models or adopted arbitrary selection methods. Despite being insightful, their limited scope suggests the need to…

Software Engineering · Computer Science 2025-06-24 Elijah Zolduoarrati , Sherlock A. Licorish , Nigel Stanger

Stack Overflow is one of the most influential Software Question & Answer (SQA) websites, hosting millions of programming-related questions and answers. Tags play a critical role in efficiently organizing the contents in Stack Overflow and…

Software Engineering · Computer Science 2024-08-06 Junda He , Bowen Xu , Zhou Yang , DongGyun Han , Chengran Yang , Jiakun Liu , Zhipeng Zhao , David Lo

Existing self-evolution methods overlook the influence of fine-grained reasoning steps, which leads to the reasoner-verifier gap. The computational inefficiency of Monte Carlo (MC) process supervision further exacerbates the difficulty in…

Computation and Language · Computer Science 2026-02-03 Kaiyuan Chen , Guangmin Zheng , Jin Wang , Xiaobing Zhou , Xuejie Zhang

Stack Overflow is the most popular CQA for programmers on the web with 2.05M users, 5.1M questions and 9.4M answers. Stack Overflow has explicit, detailed guidelines on how to post questions and an ebullient moderation community. Despite…

Information Retrieval · Computer Science 2014-01-03 Denzil Correa , Ashish Sureka

Robots operating in real-world human environments will likely encounter task execution failures. To address this, we would like to allow co-present humans to refine the robot's task model as errors are encountered. Existing approaches to…

Robotics · Computer Science 2018-10-03 Reymundo A. Gutierrez , Elaine Schaertl Short , Scott Niekum , Andrea L. Thomaz

Software engineering is knowledge-intensive and requires software developers to continually search for knowledge, often on community question answering platforms such as Stack Overflow. Such information sharing platforms do not exist in…

Software Engineering · Computer Science 2020-03-17 Sebastian Baltes , Christoph Treude , Martin P. Robillard

Code Review consists in assessing the code written by teammates with the goal of increasing code quality. Empirical studies documented the benefits brought by such a practice that, however, has its cost to pay in terms of developers' time.…

Software Engineering · Computer Science 2025-03-13 Rosalia Tufano , Gabriele Bavota

Code comments play a prominent role in program comprehension activities. However, source code is not always documented and code and comments not always co-evolve. To deal with these issues, researchers have proposed techniques to…

Software Engineering · Computer Science 2021-07-23 Antonio Mastropaolo , Emad Aghajani , Luca Pascarella , Gabriele Bavota

Low-code software development (LCSD) is an emerging paradigm that combines minimal source code with interactive graphical interfaces to promote rapid application development. LCSD aims to democratize application development to software…

Software Engineering · Computer Science 2022-01-05 Md Abdullah Al Alamin , Sanjay Malakar , Gias Uddin , Sadia Afroz , Tameem Bin Haider , Anindya Iqbal

Appropriate comments of code snippets provide insight for code functionality, which are helpful for program comprehension. However, due to the great cost of authoring with the comments, many code projects do not contain adequate comments.…

Artificial Intelligence · Computer Science 2017-11-28 Wenhao Zheng , Hong-Yu Zhou , Ming Li , Jianxin Wu

Background: Understanding maintenance activities performed in a source code repository could help practitioners reduce uncertainty and improve cost-effectiveness by planning ahead and pre-allocating resources towards source code…

Software Engineering · Computer Science 2017-11-16 Stanislav Levin , Amiram Yehudai

Code comments provide important information for understanding the source code. They can help developers understand the overall purpose of a function or class, as well as identify bugs and technical debt. However, an overabundance of…

Computation and Language · Computer Science 2024-08-12 Nam Le Hai , Nghi D. Q. Bui

Abundant data is the key to successful machine learning. However, supervised learning requires annotated data that are often hard to obtain. In a classification task with limited resources, Active Learning (AL) promises to guide annotators…

Computation and Language · Computer Science 2017-05-09 Markus Borg , Iben Lennerstad , Rasmus Ros , Elizabeth Bjarnason

Stack Overflow provides a means for developers to exchange knowledge. While much previous research on Stack Overflow has focused on questions and answers (Q&A), recent work has shown that discussions in comments also contain rich…

Software Engineering · Computer Science 2025-01-29 Wenhan Zhu , Haoxiang Zhang , Ahmed E. Hassan , Michael W. Godfrey

Online platforms where volunteers answer each other's questions are important sources of knowledge, yet participation is declining. We ran a pre-registered experiment on Stack Overflow, one of the largest Q&A communities for software…

Social and Information Networks · Computer Science 2026-04-14 Johannes Wachs , Leonore Röseler , Tobias Gesche , Elliott Ash , Anikó Hannák

Developers rely on API documentation, but official sources are often lengthy, complex, or incomplete. Many turn to community-driven forums like Stack Overflow for practical insights. We propose automating the summarization of informal…

Software Engineering · Computer Science 2025-09-09 AmirHossein Naghshzan

On-policy reinforcement learning (RL) methods widely used for language model post-training, like Group Relative Policy Optimization (GRPO), often suffer from limited exploration and early saturation due to low sampling diversity. While…

Computation and Language · Computer Science 2026-01-30 Lei Yang , Wei Bi , Chenxi Sun , Renren Jin , Deyi Xiong

Context: Architecture Tactics (ATs) are architectural building blocks that provide general architectural solutions for addressing Quality Attributes (QAs) issues. Mining and analyzing QA-AT knowledge can help the software architecture…

Software Engineering · Computer Science 2021-05-18 Tingting Bi , Peng Liang , Antony Tang , Xin Xia

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