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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

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

Generating questions along with associated answers from a text has applications in several domains, such as creating reading comprehension tests for students, or improving document search by providing auxiliary questions and answers based…

Computation and Language · Computer Science 2023-05-30 Asahi Ushio , Fernando Alva-Manchego , Jose Camacho-Collados

Leveraging external tools is a key feature for modern Language Models (LMs) to expand their capabilities and integrate them into existing systems. However, existing benchmarks primarily focus on the accuracy of tool calling -- whether the…

Computation and Language · Computer Science 2025-04-29 Hayley Ross , Ameya Sunil Mahabaleshwarkar , Yoshi Suhara

While constructing supervised learning models, we require labelled examples to build a corpus and train a machine learning model. However, most studies have built the labelled dataset manually, which in many occasions is a daunting task. To…

Software Engineering · Computer Science 2023-03-14 Najam Nazar , Norman Chen , Chun Yong Chong

Understanding and reasoning about entire software repositories is an essential capability for intelligent software engineering tools. While existing benchmarks such as CoSQA and CodeQA have advanced the field, they predominantly focus on…

Computation and Language · Computer Science 2026-04-28 Weihan Peng , Yuling Shi , Yuhang Wang , Xinyun Zhang , Beijun Shen , Xiaodong Gu

Large language models that enhance software development tasks, such as code generation, code completion, and code question answering (QA), have been extensively studied in both academia and the industry. The models are integrated into…

Software Engineering · Computer Science 2025-01-08 Jialiang Chen , Kaifa Zhao , Jie Liu , Chao Peng , Jierui Liu , Hang Zhu , Pengfei Gao , Ping Yang , Shuiguang Deng

When implementing unfamiliar programming tasks, developers commonly search code examples and learn usage patterns of APIs from the code examples or reuse them by copy-pasting and modifying. For providing high-quality code examples, previous…

Software Engineering · Computer Science 2017-03-07 He Jiang , Liming Nie , Zeyi Sun , Zhilei Ren , Weiqiang Kong , Tao Zhang , Xiapu Luo

Peer code review locates common coding rule violations and simple logical errors in the early phases of software development, and thus reduces overall cost. However, in GitHub, identifying an appropriate code reviewer for a pull request is…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , Jason A. Collins

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…

Software Engineering · Computer Science 2019-05-30 Tianyi Zhang , Di Yang , Cristina Videira Lopes , Miryung Kim

In software engineering, it is not enough to simply write code that only works as intended, even if it is free from vulnerabilities and bugs. Every programming language has a style guide and a set of best practices defined by its community,…

LLM-based code assistants are becoming increasingly popular among developers. These tools help developers improve their coding efficiency and reduce errors by providing real-time suggestions based on the developer's codebase. While…

Cryptography and Security · Computer Science 2024-10-30 Amit Finkman Noah , Avishag Shapira , Eden Bar Kochva , Inbar Maimon , Dudu Mimran , Yuval Elovici , Asaf Shabtai

Public Code Review (PCR) is developed in the Software Question Answering (SQA) community, assisting developers in exploring high-quality and efficient review services. Current methods on PCR mainly focus on the reviewer's perspective,…

Software Engineering · Computer Science 2025-11-11 Lin Li , Xinchun Yu , Xinyu Chen , Peng Liang

Nowadays, software testing professionals are commonly required to develop coding skills to work on test automation. One essential skill required from those who code is the ability to implement code refactoring, a valued quality aspect of…

Free and open source software is widely used in the creation of software systems, whereas many organisations choose to provide their systems as open source. Open source software carries licenses that determine the conditions under which the…

Software Engineering · Computer Science 2021-10-04 Maria Papoutsoglou , Georgia M. Kapitsaki , Daniel German , Lefteris Angelis

Well established libraries typically have API documentation. However, they frequently lack examples and explanations, possibly making difficult their effective reuse. Stack Overflow is a question-and-answer website oriented to issues…

Large language models (LLMs) for code editing have achieved remarkable progress, yet recent empirical studies reveal a fundamental disconnect between technical accuracy and developer productivity. Despite their strong benchmark performance,…

Software Engineering · Computer Science 2026-04-09 Chenyan Liu , Yun Lin , Jiaxin Chang , Jiawei Liu , Binhang Qi , Bo Jiang , Zhiyong Huang , Jin Song Dong

Large Language Models (LLMs) have gained widespread popularity due to their exceptional capabilities across various domains, including chatbots, healthcare, education, content generation, and automated support systems. However, developers…

Software Engineering · Computer Science 2024-11-26 Khairul Alam , Kartik Mittal , Banani Roy , Chanchal Roy

Community Question Answering (CQA) sites have spread and multiplied significantly in recent years. Sites like Reddit, Quora, and Stack Exchange are becoming popular amongst people interested in finding answers to diverse questions. One…

Computation and Language · Computer Science 2022-12-19 Rafik Hadfi , Ahmed Moustafa , Kai Yoshino , Takayuki Ito

Collaborative Qualitative Analysis (CQA) can enhance qualitative analysis rigor and depth by incorporating varied viewpoints. Nevertheless, ensuring a rigorous CQA procedure itself can be both demanding and costly. To lower this bar, we…

Human-Computer Interaction · Computer Science 2024-01-23 Jie Gao , Yuchen Guo , Gionnieve Lim , Tianqin Zhang , Zheng Zhang , Toby Jia-Jun Li , Simon Tangi Perrault
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