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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…

Software Engineering · Computer Science 2022-07-20 Yiming Tang , Allan Spektor , Raffi Khatchadourian , Mehdi Bagherzadeh

Automatically generating macro research reports from economic news is an important yet challenging task. As we all know, it requires the macro analysts to write such reports within a short period of time after the important economic news…

Computation and Language · Computer Science 2019-11-22 Wenxin Hu , Xiaofeng Zhang , Gang Yang

Over the past few years, deep learning methods have been applied for a wide range of Software Engineering (SE) tasks, including in particular for the important task of automatically predicting and localizing faults in software. With the…

Software Engineering · Computer Science 2024-02-09 Adil Mukhtar , Dietmar Jannach , Franz Wotawa

Grey literature is essential to software engineering research as it captures practices and decisions that rarely appear in academic venues. However, collecting and assessing it at scale remains difficult because of their heterogeneous…

Deep learning is a data-hungry approach, which requires massive training data. However, it is time-consuming and labor-intensive to collect abundant fully-annotated training data for all categories. Assuming the existence of base categories…

Computer Vision and Pattern Recognition · Computer Science 2022-10-04 Li Niu

Repository-level code editing requires models to understand complex dependencies and execute precise multi-file modifications across a large codebase. While recent gains on SWE-bench rely heavily on complex agent scaffolding, it remains…

Software Engineering · Computer Science 2026-02-10 Qinglin Zhu , Tianyu Chen , Shuai Lu , Lei Ji , Runcong Zhao , Murong Ma , Xiangxiang Dai , Yulan He , Lin Gui , Peng cheng , Yeyun Gong

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

README and CONTRIBUTING files can serve as the first point of contact for potential contributors to free/libre and open source software (FLOSS) projects. Prominent open source software organizations such as Mozilla, GitHub, and the Linux…

Software Engineering · Computer Science 2025-03-17 Matthew Gaughan , Kaylea Champion , Sohyeon Hwang , Aaron Shaw

Automating the decision of whether a code change requires manual review is vital for maintaining software quality in modern development workflows. However, the emergence of new programming languages and frameworks creates a critical…

Software Engineering · Computer Science 2025-09-08 Yogev Cohen , Dudi Ohayon , Romy Somkin , Yehudit Aperstein , Alexander Apartsin

The emergence of Large Language Models (LLMs), such as ChatGPT, has introduced a new set of tools to support software developers in solving pro- gramming tasks. However, our understanding of the interactions (i.e., prompts) between…

Software Engineering · Computer Science 2025-08-26 Julyanara R. Silva , Carlos Eduardo C. Dantas , Marcelo A. Maia

Modern, complex software systems are being continuously extended and adjusted. The developers responsible for this may come from different teams or organizations, and may be distributed over the world. This may make it difficult to keep…

Software Engineering · Computer Science 2022-01-07 Chandra Maddila , Nachiappan Nagappan , Christian Bird , Georgios Gousios , Arie van Deursen

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…

Software Engineering · Computer Science 2021-02-16 Marlo Häring , Christoph Stanik , Walid Maalej

Software projects capture information in various kinds of artifacts, including source code, tests, and documentation. Such artifacts routinely encode information that is redundant, i.e., when a specification encoded in the source code is…

Software Engineering · Computer Science 2020-05-22 Mathieu Nassif , Alexa Hernandez , Ashvitha Sridharan , Martin P. Robillard

As modern software extensively uses free open source packages as dependencies, developers have to regularly pull in new third-party code through frequent updates. However, without a proper review of every incoming change, vulnerable and…

Software Engineering · Computer Science 2022-11-08 Nasif Imtiaz , Laurie Williams

Code reviews are popular in both industrial and open source projects. The benefits of code reviews are widely recognized and include better code quality and lower likelihood of introducing bugs. However, since code review is a manual…

Software Engineering · Computer Science 2021-05-20 Rosalia Tufano , Luca Pascarella , Michele Tufano , Denys Poshyvanyk , Gabriele Bavota

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

Software Engineering · Computer Science 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

The rapid development of large language models has revolutionized code intelligence in software development. However, the predominance of closed-source models has restricted extensive research and development. To address this, we introduce…

Software Engineering · Computer Science 2024-01-29 Daya Guo , Qihao Zhu , Dejian Yang , Zhenda Xie , Kai Dong , Wentao Zhang , Guanting Chen , Xiao Bi , Y. Wu , Y. K. Li , Fuli Luo , Yingfei Xiong , Wenfeng Liang

Migration guides are a form of software documentation that helps developers address breaking changes introduced in library version updates. Prior studies have examined documents such as release notes, API reference manuals, and patch notes.…

Software Engineering · Computer Science 2026-05-20 Takahiro Monno , Kazumasa Shimari , Tetsuya Kanda , Kazuma Yamasaki , Kenichi Matsumoto

Medical practitioners are rapidly adopting generative AI solutions for clinical documentation, leading to significant time savings and reduced stress. However, evaluating the quality of AI-generated documentation is a complex and ongoing…

Computation and Language · Computer Science 2024-09-26 Jon Oleson

Software maintainability critically depends on high-quality requirements descriptions and explicit traceability between requirements and code. Although automated code summarization (ACS) and requirements traceability (RT) techniques have…

Software Engineering · Computer Science 2025-09-16 Dongming Jin , Zhi Jin , Yiran Zhang , Zheng Fang , Linyu Li , Yuanpeng He , Xiaohong Chen , Weisong Sun