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Computational notebooks became indispensable tools for research-related development, offering unprecedented interactivity and flexibility in the development process. However, these benefits come at the cost of reproducibility and an…

软件工程 · 计算机科学 2024-05-06 Konstantin Grotov , Sergey Titov , Yaroslav Zharov , Timofey Bryksin

Random testing has proven to be an effective technique for compiler validation. However, the debugging of bugs identified through random testing presents a significant challenge due to the frequent occurrence of duplicate test programs that…

软件工程 · 计算机科学 2026-01-28 Xintong Zhou , Zhenyang Xu , Yongqiang Tian , Chengnian Sun

Large language models (LLMs) have shown impressive effectiveness in various software engineering tasks, including automated program repair (APR). In this study, we take a deep dive into automated bug fixing utilizing LLMs. In contrast to…

软件工程 · 计算机科学 2024-05-13 Soneya Binta Hossain , Nan Jiang , Qiang Zhou , Xiaopeng Li , Wen-Hao Chiang , Yingjun Lyu , Hoan Nguyen , Omer Tripp

Repositories of large software systems have become commonplace. This massive expansion has resulted in the emergence of various problems in these software platforms including identification of (i) bug-prone packages, (ii) critical bugs, and…

信息检索 · 计算机科学 2022-07-05 Rima Hazra , Arpit Dwivedi , Animesh Mukherjee

Learning-based bug detectors promise to find bugs in large code bases by exploiting natural hints such as names of variables and functions or comments. Still, existing techniques tend to underperform when presented with realistic bugs. We…

软件工程 · 计算机科学 2021-07-15 Cedric Richter , Heike Wehrheim

Software debugging is a very time-consuming process, which is even worse for multi-threaded programs, due to the non-deterministic behavior of thread-scheduling algorithms. However, the debugging time may be greatly reduced, if automatic…

计算机科学中的逻辑 · 计算机科学 2015-09-09 Erickson H. da S. Alves , Lucas C. Cordeiro , Eddie B. de Lima Filho

Bugs are essential in software engineering; many research studies in the past decades have been proposed to detect, localize, and repair bugs in software systems. Effectiveness evaluation of such techniques requires complex bugs, i.e.,…

软件工程 · 计算机科学 2025-09-10 Ali Reza Ibrahimzada , Yang Chen , Ryan Rong , Reyhaneh Jabbarvand

Managing large numbers of incoming bug reports and finding the most critical issues in hardware development is time consuming, but crucial in order to reduce development costs. In this paper, we present an approach to predict the time to…

机器学习 · 计算机科学 2021-09-29 Thi Thu Hang Do , Markus Dobler , Niklas Kühl

Summarizing software artifacts is an important task that has been thoroughly researched. For evaluating software summarization approaches, human judgment is still the most trusted evaluation. However, it is time-consuming and fatiguing for…

软件工程 · 计算机科学 2024-09-04 Abhishek Kumar , Sonia Haiduc , Partha Pratim Das , Partha Pratim Chakrabarti

Software bugs pose a significant challenge during development and maintenance, and practitioners spend nearly 50% of their time dealing with bugs. Many existing techniques adopt Information Retrieval (IR) to localize a reported bug using…

软件工程 · 计算机科学 2025-03-31 Asif Mohammed Samir , Mohammad Masudur Rahman

Our method for multi-lingual geoparsing uses monolingual tools and resources along with machine translation and alignment to return location words in many languages. Not only does our method save the time and cost of developing geoparsers…

计算与语言 · 计算机科学 2015-11-09 Xu Chen , Han Zhang , Judith Gelernter

Bug reports are often unstructured and verbose, making it challenging for developers to efficiently comprehend software issues. Existing summarization approaches typically rely on surface-level textual cues, resulting in incomplete or…

Due to its potential to improve programmer productivity and software quality, automated program repair has been an active topic of research. Newer techniques harness neural networks to learn directly from examples of buggy programs and…

机器学习 · 计算机科学 2019-04-04 Marko Vasic , Aditya Kanade , Petros Maniatis , David Bieber , Rishabh Singh

Cross-lingual Summarization (CLS) aims at producing a summary in the target language for an article in the source language. Traditional solutions employ a two-step approach, i.e. translate then summarize or summarize then translate.…

计算与语言 · 计算机科学 2020-10-20 Ruochen Xu , Chenguang Zhu , Yu Shi , Michael Zeng , Xuedong Huang

Bug severity prediction is important in software maintenance, because it helps the development teams to prioritize bugs that have a significant impact on the operation, stability and security of the system. In large software projects bug…

软件工程 · 计算机科学 2026-03-03 Nafisha Tamanna Nice

We explore the application of Information Retrieval (IR) based bug localization methods at a large industrial setting, Facebook. Facebook's code base evolves rapidly, with thousands of code changes being committed to a monolithic repository…

软件工程 · 计算机科学 2021-03-18 Vijayaraghavan Murali , Lee Gross , Rebecca Qian , Satish Chandra

Software bugs cost the global economy billions of dollars each year and take up ~50% of the development time. Once a bug is reported, the assigned developer attempts to identify and understand the source code responsible for the bug and…

软件工程 · 计算机科学 2023-08-24 Parvez Mahbub , Mohammad Masudur Rahman , Ohiduzzaman Shuvo , Avinash Gopal

Many automated tasks in software maintenance rely on information retrieval techniques to identify specific information within unstructured data. Bug localization is such a typical task, where text in a bug report is analyzed to identify…

Information Retrieval-based Bug Localization (IRBL) aims to identify buggy source files for a given bug report. Traditional and deep learning-based IRBL techniques often suffer from vocabulary mismatch and dependence on project-specific…

软件工程 · 计算机科学 2026-04-23 Moumita Asad , Rafed Muhammad Yasir , Sam Malek

When a software bug is reported, developers engage in a discussion to collaboratively resolve it. While the solution is likely formulated within the discussion, it is often buried in a large amount of text, making it difficult to comprehend…

计算与语言 · 计算机科学 2022-03-31 Sheena Panthaplackel , Junyi Jessy Li , Milos Gligoric , Raymond J. Mooney