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Source code summarization of a subroutine is the task of writing a short, natural language description of that subroutine. The description usually serves in documentation aimed at programmers, where even brief phrase (e.g. "compresses data…

Software Engineering · Computer Science 2021-03-23 Aakash Bansal , Sakib Haque , Collin McMillan

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 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 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

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

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

Source Code Summarization is the task of writing short, natural language descriptions of source code. The main use for these descriptions is in software documentation e.g. the one-sentence Java method descriptions in JavaDocs. Code…

Computation and Language · Computer Science 2019-04-05 Alexander LeClair , Collin McMillan

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

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

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

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

Text summarization aims to generate a headline or a short summary consisting of the major information of the source text. Recent studies employ the sequence-to-sequence framework to encode the input with a neural network and generate…

Computation and Language · Computer Science 2020-03-26 Haiyang Xu , Yahao He , Kun Han , Junwen Chen , Xiangang Li

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

Code summarization aims to generate brief natural language descriptions for source code. As source code is highly structured and follows strict programming language grammars, its Abstract Syntax Tree (AST) is often leveraged to inform the…

Computation and Language · Computer Science 2021-12-03 Ze Tang , Chuanyi Li , Jidong Ge , Xiaoyu Shen , Zheling Zhu , Bin Luo

Neural machine translation models are used to automatically generate a document from given source code since this can be regarded as a machine translation task. Source code summarization is one of the components for automatic document…

Machine Learning · Computer Science 2019-06-24 Yusuke Shido , Yasuaki Kobayashi , Akihiro Yamamoto , Atsushi Miyamoto , Tadayuki Matsumura

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

Source code summarization aims at generating concise and clear natural language descriptions for programming languages. Well-written code summaries are beneficial for programmers to participate in the software development and maintenance…

Computation and Language · Computer Science 2022-02-15 Zi Gong , Cuiyun Gao , Yasheng Wang , Wenchao Gu , Yun Peng , Zenglin Xu

Consider the case where a programmer has written some part of a program, but has left part of the program (such as a method or a function body) incomplete. The goal is to use the context surrounding the missing code to automatically 'figure…

Software Engineering · Computer Science 2020-07-28 Rohan Mukherjee , Swarat Chaudhuri , Chris Jermaine

Code summary generation is the task of writing natural language descriptions of a section of source code. Recent advances in Large Language Models (LLMs) and other AI-based technologies have helped make automatic code summarization a…

Software Engineering · Computer Science 2024-08-20 Chia-Yi Su , Aakash Bansal , Yu Huang , Toby Jia-Jun Li , Collin McMillan

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
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