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Related papers: Automatic Code Summarization: A Systematic Literat…

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Generating a readable summary that describes the functionality of a program is known as source code summarization. In this task, learning code representation by modeling the pairwise relationship between code tokens to capture their…

Software Engineering · Computer Science 2020-05-05 Wasi Uddin Ahmad , Saikat Chakraborty , Baishakhi Ray , Kai-Wei Chang

We report on the state-of-the-art of software visualization. To ensure reproducibility, we adopted the Systematic Literature Review methodology. That is, we analyzed 1440 entries from IEEE Xplore and ACM Digital Library databases. We…

Software Engineering · Computer Science 2020-06-23 Noptanit Chotisarn , Leonel Merino , Xu Zheng , Supaporn Lonapalawong , Tianye Zhang , Mingliang Xu , Wei Chen

Code comments are important artifacts in software systems and play a paramount role in many software engineering (SE) tasks related to maintenance and program comprehension. However, while it is widely accepted that high quality matters in…

Software Engineering · Computer Science 2023-04-26 Pooja Rani , Arianna Blasi , Nataliia Stulova , Sebastiano Panichella , Alessandra Gorla , Oscar Nierstrasz

Source code summarization is the task of generating a high-level natural language description for a segment of programming language code. Current neural models for the task differ in their architecture and the aspects of code they consider.…

Machine Learning · Computer Science 2022-01-21 Moiz Rauf , Sebastian Padó , Michael Pradel

In a world of proliferating data, the ability to rapidly summarize text is growing in importance. Automatic summarization of text can be thought of as a sequence to sequence problem. Another area of natural language processing that solves a…

Computation and Language · Computer Science 2018-10-23 Jacob Krantz , Jugal Kalita

Software is omnipresent within all factors of society. It is thus important to ensure that software are well tested to mitigate bad user experiences as well as the potential for severe financial and human losses. Software testing is however…

Software Engineering · Computer Science 2025-04-30 Jason Wang , Basem Suleiman , Muhammad Johan Alibasa

Developers spend much of their time reading and browsing source code, raising new opportunities for summarization methods. Indeed, modern code editors provide code folding, which allows one to selectively hide blocks of code. However this…

Software Engineering · Computer Science 2017-03-07 Jaroslav Fowkes , Pankajan Chanthirasegaran , Razvan Ranca , Miltiadis Allamanis , Mirella Lapata , Charles Sutton

Reviewing source code is a common practice in a modern and collaborative coding environment. In the past few years, the research on modern code reviews has gained interest among practitioners and researchers. The objective of our…

Software Engineering · Computer Science 2023-10-04 Deepika Badampudi , Ricardo Britto , Michael Unterkalmsteiner

(Source) Code summarization aims to automatically generate summaries/comments for a given code snippet in the form of natural language. Such summaries play a key role in helping developers understand and maintain source code. Existing code…

Software Engineering · Computer Science 2023-11-07 Weisong Sun , Chunrong Fang , Yuchen Chen , Quanjun Zhang , Guanhong Tao , Tingxu Han , Yifei Ge , Yudu You , Bin Luo

Summarizing texts is not a straightforward task. Before even considering text summarization, one should determine what kind of summary is expected. How much should the information be compressed? Is it relevant to reformulate or should the…

Computation and Language · Computer Science 2020-07-16 Paul Tardy , David Janiszek , Yannick Estève , Vincent Nguyen

The advancements in machine learning techniques have encouraged researchers to apply these techniques to a myriad of software engineering tasks that use source code analysis, such as testing and vulnerability detection. Such a large number…

Software Engineering · Computer Science 2022-09-14 Tushar Sharma , Maria Kechagia , Stefanos Georgiou , Rohit Tiwari , Indira Vats , Hadi Moazen , Federica Sarro

Automatic summarisation is a popular approach to reduce a document to its main arguments. Recent research in the area has focused on neural approaches to summarisation, which can be very data-hungry. However, few large datasets exist and…

Computation and Language · Computer Science 2017-06-14 Ed Collins , Isabelle Augenstein , Sebastian Riedel

One of the first steps to perform most of the software maintenance activities, such as updating features or fixing bugs, is to have a relatively good understanding of the program's source code which is often written by other developers. A…

Software Engineering · Computer Science 2016-12-13 Sahar Badihi , Abbas Heydarnoori

Code review is one of the key processes in the software development lifecycle and is essential to maintain code quality. However, manual code review is subjective and time consuming. Given its rule-based nature, code review is well suited…

Software Engineering · Computer Science 2025-07-25 Busra Icoz , Goksel Biricik

Teaching the software engineers of the future to write high-quality code with good style and structure is important. This systematic literature review identifies existing instructional approaches, their objectives, and the strategies used…

Software Engineering · Computer Science 2025-02-26 Sara Nurollahian , Hieke Keuning , Eliane Wiese

During software maintenance, programmers spend a lot of time on code comprehension. Reading comments is an effective way for programmers to reduce the reading and navigating time when comprehending source code. Therefore, as a critical task…

Software Engineering · Computer Science 2018-02-01 Xing Hu , Yuhan Wei , Ge Li , Zhi Jin

This paper delves into the intricacies of code summarization using advanced transformer-based language models. Through empirical studies, we evaluate the efficacy of code summarization by altering function and variable names to explore…

Machine Learning · Computer Science 2023-10-30 Debanjan Mondal , Abhilasha Lodha , Ankita Sahoo , Beena Kumari

Understanding source code is a topic of great interest in the software engineering community, since it can help programmers in various tasks such as software maintenance and reuse. Recent advances in large language models (LLMs) have…

Software Engineering · Computer Science 2025-04-25 Michele Carissimi , Martina Saletta , Claudio Ferretti

In this era of information technology, abundant information is available on the internet in the form of web pages and documents on any given topic. Finding the most relevant and informative content out of these huge number of documents,…

Computers and Society · Computer Science 2023-12-21 Uswa Ihsan , Humaira Ashraf , NZ Jhanjhi

Code review is an essential part to software development lifecycle since it aims at guaranteeing the quality of codes. Modern code review activities necessitate developers viewing, understanding and even running the programs to assess…

Software Engineering · Computer Science 2022-10-12 Zhiyu Li , Shuai Lu , Daya Guo , Nan Duan , Shailesh Jannu , Grant Jenks , Deep Majumder , Jared Green , Alexey Svyatkovskiy , Shengyu Fu , Neel Sundaresan