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Code comments provide important information for understanding the source code. They can help developers understand the overall purpose of a function or class, as well as identify bugs and technical debt. However, an overabundance of…

计算与语言 · 计算机科学 2024-08-12 Nam Le Hai , Nghi D. Q. Bui

Code comment generation techniques aim to generate natural language descriptions for source code. There are two orthogonal approaches for this task, i.e., information retrieval (IR) based and neural-based methods. Recent studies have…

软件工程 · 计算机科学 2021-07-28 Huang Yuchao , Wei Moshi , Wang Song , Wang Junjie , Wang Qing

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…

机器学习 · 计算机科学 2020-04-03 Vivek Gupta

Changes in source code are an inevitable part of software development. They are the results of indispensable activities such as fixing bugs or improving functionality. Descriptions for code changes (commit messages) help people better…

软件工程 · 计算机科学 2023-06-27 Thanh Trong Vu , Thanh-Dat Do , Hieu Dinh Vo

As an integral part of source code files, code comments help improve program readability and comprehension. However, developers sometimes do not comment on their program code adequately due to the incurred extra efforts, lack of relevant…

软件工程 · 计算机科学 2019-07-31 Xiaotao Song , Hailong Sun , Xu Wang , Jiafei Yan

Code comments play a prominent role in program comprehension activities. However, source code is not always documented and code and comments not always co-evolve. To deal with these issues, researchers have proposed techniques to…

软件工程 · 计算机科学 2021-07-23 Antonio Mastropaolo , Emad Aghajani , Luca Pascarella , Gabriele Bavota

Automatically generating compilable programs with (or without) natural language descriptions has always been a touchstone problem for computational linguistics and automated software engineering. Existing deep-learning approaches model code…

计算与语言 · 计算机科学 2022-03-11 Xin Wang , Yasheng Wang , Yao Wan , Fei Mi , Yitong Li , Pingyi Zhou , Jin Liu , Hao Wu , Xin Jiang , Qun Liu

Code comments are a key resource for information about software artefacts. Depending on the use case, only some types of comments are useful. Thus, automatic approaches to classify these comments have been proposed. In this work, we address…

软件工程 · 计算机科学 2023-03-08 Ali Al-Kaswan , Maliheh Izadi , Arie van Deursen

Imagine a developer who can only change their last line of code, how often would they have to start writing a function from scratch before it is correct? Auto-regressive models for code generation from natural language have a similar…

软件工程 · 计算机科学 2023-11-02 Mukul Singh , José Cambronero , Sumit Gulwani , Vu Le , Carina Negreanu , Gust Verbruggen

Modern code review is a ubiquitous software quality assurance process aimed at identifying potential issues within newly written code. Despite its effectiveness, the process demands large amounts of effort from the human reviewers involved.…

Automatic live commenting aims to provide real-time comments on videos for viewers. It encourages users engagement on online video sites, and is also a good benchmark for video-to-text generation. Recent work on this task adopts…

计算与语言 · 计算机科学 2020-02-10 Chaoqun Duan , Lei Cui , Shuming Ma , Furu Wei , Conghui Zhu , Tiejun Zhao

Text semantic segmentation involves partitioning a document into multiple paragraphs with continuous semantics based on the subject matter, contextual information, and document structure. Traditional approaches have typically relied on…

计算与语言 · 计算机科学 2025-04-03 Tongke Ni , Yang Fan , Junru Zhou , Xiangping Wu , Qingcai Chen

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…

计算与语言 · 计算机科学 2019-04-02 Jessica Moore , Ben Gelman , David Slater

Previous studies have shown that high-quality code comments assist developers in program comprehension and maintenance tasks. However, the semi-structured nature of comments, unclear conventions for writing good comments, and the lack of…

软件工程 · 计算机科学 2021-07-27 Pooja Rani

Developers rely on code comments to document their work, track issues, and understand the source code. As such, comments provide valuable insights into developers' understanding of their code and describe their various intentions in writing…

软件工程 · 计算机科学 2025-07-03 Moritz Mock , Thomas Borsani , Giuseppe Di Fatta , Barbara Russo

Code comment generation is the task of generating a high-level natural language description for a given code method or function. Although researchers have been studying multiple ways to generate code comments automatically, previous work…

计算与语言 · 计算机科学 2022-04-21 Rishab Sharma , Fuxiang Chen , Fatemeh Fard

Existing automatic code comment generators mainly focus on producing a general description of functionality for a given code snippet without considering developer intentions. However, in real-world practice, comments are complicated, which…

软件工程 · 计算机科学 2023-02-15 Fangwen Mu , Xiao Chen , Lin Shi , Song Wang , Qing Wang

The sentiment analysis task in Tamil-English code-mixed texts has been explored using advanced transformer-based models. Challenges from grammatical inconsistencies, orthographic variations, and phonetic ambiguities have been addressed. The…

In an era of widespread influence of Natural Language Processing (NLP), there have been multiple research efforts to supplant traditional manual coding techniques with automated systems capable of generating solutions autonomously. With…

计算与语言 · 计算机科学 2024-12-10 Namrata Das , Rakshya Panta , Neelam Karki , Ruchi Manandhar , Dinesh Baniya Kshatri

The relationship of comments to code, and in particular, the task of generating useful comments given the code, has long been of interest. The earliest approaches have been based on strong syntactic theories of comment-structures, and…

软件工程 · 计算机科学 2020-10-06 David Gros , Hariharan Sezhiyan , Prem Devanbu , Zhou Yu
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