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Source code summarization is the task of writing natural language descriptions of source code behavior. Code summarization underpins software documentation for programmers. Short descriptions of code help programmers understand the program…

Artificial Intelligence · Computer Science 2023-07-24 Aakash Bansal , Siyuan Jiang , Sakib Haque , Collin McMillan

Source code summarization is the task of writing natural language descriptions of source code. A typical use case is generating short summaries of subroutines for use in API documentation. The heart of almost all current research into code…

Software Engineering · Computer Science 2023-09-06 Aakash Bansal , Chia-Yi Su , Collin McMillan

A source code summary of a subroutine is a brief description of that subroutine. Summaries underpin a majority of documentation consumed by programmers, such as the method summaries in JavaDocs. Source code summarization is the task of…

Software Engineering · Computer Science 2021-07-27 Alexander LeClair , Aakash Bansal , Collin McMillan

Code summarization generates brief natural language descriptions of source code pieces, which can assist developers in understanding code and reduce documentation workload. Recent neural models on code summarization are trained and…

Software Engineering · Computer Science 2022-10-24 Rui Xie , Tianxiang Hu , Wei Ye , Shikun Zhang

Code summarization is the task of generating readable summaries that are semantically meaningful and can accurately describe the presumed task of a software. Program comprehension has become one of the most tedious tasks for knowledge…

Software Engineering · Computer Science 2021-03-08 Piyush Shrivastava

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

Code summarization is a critical task in natural language processing and software engineering, which aims to generate concise descriptions of source code. Recent advancements have improved the quality of these summaries, enhancing code…

Computation and Language · Computer Science 2025-02-25 Vladimir Makharev , Vladimir Ivanov

Software documentation largely consists of short, natural language summaries of the subroutines in the software. These summaries help programmers quickly understand what a subroutine does without having to read the source code him or…

Software Engineering · Computer Science 2020-04-13 Sakib Haque , Alexander LeClair , Lingfei Wu , Collin McMillan

Source code summarization -- creating natural language descriptions of source code behavior -- is a rapidly-growing research topic with applications to automatic documentation generation, program comprehension, and software maintenance.…

Software Engineering · Computer Science 2019-02-07 Alexander LeClair , Siyuan Jiang , Collin McMillan

Source code summarization involves creating brief descriptions of source code in natural language. These descriptions are a key component of software documentation such as JavaDocs. Automatic code summarization is a prized target of…

Software Engineering · Computer Science 2022-04-05 Sakib Haque , Zachary Eberhart , Aakash Bansal , Collin McMillan

Descriptive comments play a crucial role in the software engineering process. They decrease development time, enable better bug detection, and facilitate the reuse of previously written code. However, comments are commonly the last of a…

Computation and Language · Computer Science 2019-04-02 Jessica Moore , Ben Gelman , David Slater

Source code summarizing is a task of writing short, natural language descriptions of source code behavior during run time. Such summaries are extremely useful for software development and maintenance but are expensive to manually…

Machine Learning · Computer Science 2020-04-03 Vivek Gupta

Code summarization provides a high level natural language description of the function performed by code, as it can benefit the software maintenance, code categorization and retrieval. To the best of our knowledge, most state-of-the-art…

Software Engineering · Computer Science 2018-11-20 Yao Wan , Zhou Zhao , Min Yang , Guandong Xu , Haochao Ying , Jian Wu , Philip S. Yu

Source code summarization is a process of generating summaries that describe software code, the majority of source code summarization usually generated manually, where the summaries are written by software developers. Recently, new…

Software Engineering · Computer Science 2019-01-07 Ra'Fat Al-Msie'deen , Anas H. Blasi

Document summarization provides an instrument for faster understanding the collection of text documents and has several real-life applications. With the growth of online text data, numerous summarization models have been proposed recently.…

Computation and Language · Computer Science 2022-04-01 Mingyang Song , Liping Jing

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

There are several approaches for encoding source code in the input vectors of neural models. These approaches attempt to include various syntactic and semantic features of input programs in their encoding. In this paper, we investigate…

Software Engineering · Computer Science 2023-02-02 Md Rafiqul Islam Rabin , Mohammad Amin Alipour

Source code summarization is the task of creating short, natural language descriptions of source code. Code summarization is the backbone of much software documentation such as JavaDocs, in which very brief comments such as "adds the…

Software Engineering · Computer Science 2021-01-11 Sakib Haque , Aakash Bansal , Lingfei Wu , Collin McMillan

(Source) code summarization aims to automatically generate succinct natural language summaries for given code snippets. Such summaries play a significant role in promoting developers to understand and maintain code. Inspired by neural…

Software Engineering · Computer Science 2024-07-03 Chunrong Fang , Weisong Sun , Yuchen Chen , Xiao Chen , Zhao Wei , Quanjun Zhang , Yudu You , Bin Luo , Yang Liu , Zhenyu Chen

Neural source code summarization is the task of generating natural language descriptions of source code behavior using neural networks. A fundamental component of most neural models is an attention mechanism. The attention mechanism learns…

Software Engineering · Computer Science 2023-05-18 Aakash Bansal , Bonita Sharif , Collin McMillan
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