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Compiler error messages serve as an initial resource for programmers dealing with compilation errors. However, previous studies indicate that they often lack sufficient targeted information to resolve code issues. Consequently, programmers…

Software Engineering · Computer Science 2023-07-21 Patricia Widjojo , Christoph Treude

Background: Sub-optimal code is prevalent in software systems. Developers may write low-quality code due to many reasons, such as lack of technical knowledge, lack of experience, time pressure, management decisions, and even unhappiness.…

Software Engineering · Computer Science 2022-04-15 Chaiyong Ragkhitwetsagul , Matheus Paixao

One problem when studying how to find and fix syntax errors is how to get natural and representative examples of syntax errors. Most syntax error datasets are not free, open, and public, or they are extracted from novice programmers and do…

Software Engineering · Computer Science 2019-07-19 Alexander William Wong , Amir Salimi , Shaiful Chowdhury , Abram Hindle

In this paper, we propose a novel end-to-end approach for AI-assisted code completion called Pythia. It generates ranked lists of method and API recommendations which can be used by software developers at edit time. The system is currently…

Software Engineering · Computer Science 2019-12-03 Alexey Svyatkovskiy , Ying Zhao , Shengyu Fu , Neel Sundaresan

We as software developers or researchers very often get stacktrace error messages while we are trying to write some code or install some packages. Many times these error messages are very obscure and verbose; do not make much sense to us.…

Software Engineering · Computer Science 2022-09-30 Md Abdullah Al Alamin

Stack Overflow is one of the most popular technical Q&A sites used by software developers. Seeking help from Stack Overflow has become an essential part of software developers' daily work for solving programming-related questions. Although…

Software Engineering · Computer Science 2020-07-22 Zhipeng Gao , Xin Xia , David Lo , John Grundy , Yuan-Fang Li

Stack Overflow has been heavily used by software developers to seek programming-related information. More and more developers use Community Question and Answer forums, such as Stack Overflow, to search for code examples of how to accomplish…

Software Engineering · Computer Science 2022-10-31 Zhipeng Gao , Xin Xia , David Lo , John Grundy , Xindong Zhang , Zhenchang Xing

Python is a popular, widely used, and general-purpose programming language. In spite of its ever-growing community, researchers have not performed much analysis on Python's topics, trends, and technologies which provides insights for…

Software Engineering · Computer Science 2020-04-15 Hamed Tahmooresi , Abbas Heydarnoori , Alireza Aghamohammadi

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

PyTorch \texttt{2.x} introduces a compiler designed to accelerate deep learning programs. However, for machine learning researchers, adapting to the PyTorch compiler to full potential can be challenging. The compiler operates at the Python…

Machine Learning · Computer Science 2024-03-22 Kaichao You , Runsheng Bai , Meng Cao , Jianmin Wang , Ion Stoica , Mingsheng Long

Beginning programmers struggle with the complex grammar of modern programming languages like Java, and make lot of syntax errors. The diagnostic syntax error messages from compilers and IDEs are sometimes useful, but often the messages are…

Software Engineering · Computer Science 2022-10-14 Toufique Ahmed , Noah Rose Ledesma , Premkumar Devanbu

Code maintenance data sets typically consist of a before and after version of the code that contains the improvement or fix. Such data sets are important for software engineering support tools related to code maintenance, such as program…

Software Engineering · Computer Science 2021-01-27 Henry Tang , Sarah Nadi

In software development through integrated development environments (IDEs), code completion is one of the most widely used features. Nevertheless, majority of integrated development environments only support completion of methods and APIs,…

Computation and Language · Computer Science 2020-11-02 Alexey Svyatkovskiy , Shao Kun Deng , Shengyu Fu , Neel Sundaresan

Platforms like Stack Overflow and GitHub's gist system promote the sharing of ideas and programming techniques via the distribution of code snippets designed to illustrate particular tasks. Python, a popular and fast-growing programming…

Software Engineering · Computer Science 2019-05-28 Eric Horton , Chris Parnin

Stack Overflow has been heavily used by software developers as a popular way to seek programming-related information from peers via the internet. The Stack Overflow community recommends users to provide the related code snippet when they…

Software Engineering · Computer Science 2021-07-06 Zhipeng Gao , Xin Xia , John Grundy , David Lo , Yuan-Fang Li

Large Language Models (LLMs) are rapidly transforming software engineering, with coding assistants embedded in an IDE becoming increasingly prevalent. While research has focused on improving the tools and understanding developer…

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

Python third-party libraries (TPLs) are essential in modern software development, but upgrades often cause compatibility issues, leading to system failures. These issues fall into two categories: version compatibility issues (VCIs) and code…

Software Engineering · Computer Science 2026-03-31 Huashan Lei , Guanping Xiao , Yepang Liu , Zheng Zheng

The usage of Python idioms is popular among Python developers in a formative study of 101 performance-related questions of Python idioms on Stack Overflow, we find that developers often get confused about the performance impact of Python…

Software Engineering · Computer Science 2023-01-31 Zejun Zhang , Zhenchang Xing , Xin Xia , Xiwei Xu , Liming Zhu , Qinghua Lu

Software developers use Application Programming Interfaces (APIs) of libraries and frameworks extensively while writing programs. In this context, the recommendations provided in code completion pop-ups help developers choose the desired…

Software Engineering · Computer Science 2016-09-01 Andrea Renika D'Souza , Di Yang , Cristina V. Lopes
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