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A great part of software development involves conceptualizing or communicating the underlying procedures and logic that needs to be expressed in programs. One major difficulty of programming is turning concept into code, especially when…

Software Engineering · Computer Science 2021-09-23 Frank F. Xu , Bogdan Vasilescu , Graham Neubig

Recent advances in large pre-trained language models have demonstrated strong results in generating natural languages and significantly improved performances for many natural language generation (NLG) applications such as machine…

Computation and Language · Computer Science 2022-09-27 Nanyun Peng

Code review is critical for ensuring software quality and maintainability. With the rapid growth in software scale and complexity, code review has become a bottleneck in the development process because of its time-consuming and…

Software Engineering · Computer Science 2026-02-24 Yuxin Zhang , Yuxia Zhang , Zeyu Sun , Yanjie Jiang , Hui Liu

Question-and-answer platforms such as Stack Overflow are an important way for software developers to share and retrieve knowledge. However, reusing poorly understood code can lead to serious problems, such as bugs or security…

Software Engineering · Computer Science 2025-09-16 Kathrin Figl , Maria Kirchner , Sebastian Baltes , Michael Felderer

Current software development is often quite code-centric and aimed at short-term deliverables, due to various contextual forces (such as the need for new revenue streams from many individual buyers). We're interested in software where…

Software Engineering · Computer Science 2023-03-14 Jacques Carette , Spencer Smith , Jason Balaci

Automatic code generation has recently attracted large attention and is becoming more significant to the software development process. Solutions based on Machine Learning and Artificial Intelligence are being used to increase human and…

Software Engineering · Computer Science 2023-05-22 Leon Chemnitz , David Reichenbach , Hani Aldebes , Mariam Naveed , Krishna Narasimhan , Mira Mezini

The advent of Large Language Models (LLMs) has revolutionized various domains of artificial intelligence, including the realm of software engineering. In this research, we evaluate the efficacy of pre-trained LLMs in replicating the tasks…

Software Engineering · Computer Science 2024-06-10 Tajmilur Rahman , Rahul Singh , Mir Yousuf Sultan

Code comment generation aims to generate high-quality comments from source code automatically and has been studied for years. Recent studies proposed to integrate information retrieval techniques with neural generation models to tackle this…

Software Engineering · Computer Science 2024-08-08 Hanzhen Lu , Zhongxin Liu

Background: Research software plays an important role in solving real-life problems, empowering scientific innovations, and handling emergency situations. Therefore, the correctness and trustworthiness of research software are of absolute…

Software Engineering · Computer Science 2022-07-27 Nasir U. Eisty , Jeffrey C. Carver

Code generation aims to automatically generate source code from high-level task specifications, which can significantly increase productivity of software engineering. Recently, approaches based on large language models (LLMs) have shown…

Artificial Intelligence · Computer Science 2023-05-19 Xin-Ye Li , Jiang-Tian Xue , Zheng Xie , Ming Li

Large language model (LLM)-powered code review automation tools have been introduced to generate code review comments. However, not all generated comments will drive code changes. Understanding what types of generated review comments are…

Large Language Models (LLMs) have demonstrated unprecedented capability in code generation. However, LLM-generated code is still plagued with a wide range of functional errors, especially for complex programming tasks that LLMs have not…

Software Engineering · Computer Science 2025-05-13 Yifeng Di , Tianyi Zhang

We are trying to find source code comments that help programmers understand a nontrivial part of source code. One of such examples would be explaining to assign a zero as a way to "clear" a buffer. Such comments are invaluable to…

Software Engineering · Computer Science 2022-03-18 Yusuke Shinyama , Yoshitaka Arahori , Katsuhiko Gondow

Be it in debugging, testing, code review or, more recently, pair programming with AI assistance: in all these activities, software engineers need to understand source code. Accordingly, plenty of research is taking place in the field to…

Software Engineering · Computer Science 2023-10-18 Marvin Wyrich

In recent years, many software engineering researchers have begun to include artifacts alongside their research papers. Ideally, artifacts, including tools, benchmarks, and data, support the dissemination of ideas, provide evidence for…

Software Engineering · Computer Science 2021-05-05 Christopher S. Timperley , Lauren Herckis , Claire Le Goues , Michael Hilton

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

Code review is one of the best practices as a powerful safeguard for software quality. In practice, senior or highly skilled reviewers inspect source code and provide constructive comments, considering what authors may ignore, for example,…

Software Engineering · Computer Science 2022-09-01 Lingwei Li , Li Yang , Huaxi Jiang , Jun Yan , Tiejian Luo , Zihan Hua , Geng Liang , Chun Zuo

Software engineering has long studied how software developers work, building a body of work which forms the foundation of many software engineering best practices, tools, and theories. Recently, some developers have begun recording videos…

Software Engineering · Computer Science 2019-05-28 Abdulaziz Alaboudi , Thomas D. LaToza

Today's software engineering (SE) complexities require a more diverse tool set going beyond technical expertise to be able to successfully tackle all challenges. Previous studies have indicated that creativity is a prime indicator for…

Software Engineering · Computer Science 2025-02-06 Wouter Groeneveld

Engineering software systems is a multidisciplinary activity, whereby a number of artifacts must be created - and maintained - synchronously. In this paper we investigate whether production code and the accompanying tests co-evolve by…

Software Engineering · Computer Science 2007-05-25 Andy Zaidman , Bart Van Rompaey , Serge Demeyer , Arie van Deursen
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