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Human written source code in imperative programming languages exhibits typical patterns for variable use such as flags, loop iterators, counters, indices, bitvectors etc. Although it is widely understood by practitioners that these variable…

Programming Languages · Computer Science 2013-06-17 Yulia Demyanova , Helmut Veith , Florian Zuleger

Generating accurate code review comments remains a significant challenge due to the inherently diverse and non-unique nature of the task output. Large language models pretrained on both programming and natural language data tend to perform…

Software Engineering · Computer Science 2024-11-18 Md. Asif Haider , Ayesha Binte Mostofa , Sk. Sabit Bin Mosaddek , Anindya Iqbal , Toufique Ahmed

Commit messages are the atomic level of software documentation. They provide a natural language description of the code change and its purpose. Messages are critical for software maintenance and program comprehension. Unlike documenting…

Software Engineering · Computer Science 2021-12-06 Eman Abdullah AlOmar , Jiaqian Liu , Kenneth Addo , Mohamed Wiem Mkaouer , Christian Newman , Ali Ouni , Zhe Yu

Knowledge Bases (KBs) contain a wealth of structured information about entities and predicates. This paper focuses on set-valued predicates, i.e., the relationship between an entity and a set of entities. In KBs, this information is often…

Databases · Computer Science 2020-03-27 Shrestha Ghosh , Simon Razniewski , Gerhard Weikum

A crucial activity in software maintenance and evolution is the comprehension of the changes performed by developers, when they submit a pull request and/or perform a commit on the repository. Typically, code changes are represented in the…

Software Engineering · Computer Science 2025-02-26 Lei Chen , Michele Lanza , Shinpei Hayashi

In software development, code comments play a crucial role in enhancing code comprehension and collaboration. This research paper addresses the challenge of objectively classifying code comments as "Useful" or "Not Useful." We propose a…

Software Engineering · Computer Science 2023-11-08 Samah Syed , Angel Deborah S

Code comments are important for developers in program comprehension. In scenarios of comprehending and reusing a method, developers expect code comments to provide supplementary information beyond the method signature. However, the extent…

Software Engineering · Computer Science 2024-03-27 Xinglu Pan , Chenxiao Liu , Yanzhen Zou , Tao Xie , Bing Xie

Context: Code annotations have gained widespread popularity in programming languages, offering developers the ability to attach metadata to code elements to define custom behaviors. Many modern frameworks and APIs use annotations to keep…

Software Engineering · Computer Science 2024-04-29 Eduardo Guerra , Everaldo Gomes , Jeferson Ferreira , Igor Wiese , Phyllipe Lima , Marco Gerosa , Paulo Meirelles

Emotion plays an essential role in human-to-human communication, enabling us to convey feelings such as happiness, frustration, and sincerity. While modern speech technologies rely heavily on speech recognition and natural language…

Audio and Speech Processing · Electrical Eng. & Systems 2020-02-05 Vasudha Kowtha , Vikramjit Mitra , Chris Bartels , Erik Marchi , Sue Booker , William Caruso , Sachin Kajarekar , Devang Naik

Open-source code development has become widespread in recent years. As a result, open-source software platforms have also become popular, and millions of developers from diverse locations are able to contribute to the same projects. On…

Software Engineering · Computer Science 2021-01-22 Abdulkadir Şeker , Banu Diri , Halil Arslan

Natural language comments convey key aspects of source code such as implementation, usage, and pre- and post-conditions. Failure to update comments accordingly when the corresponding code is modified introduces inconsistencies, which is…

Software Engineering · Computer Science 2020-12-29 Sheena Panthaplackel , Junyi Jessy Li , Milos Gligoric , Raymond J. Mooney

Effective peer code review in collaborative software development necessitates useful reviewer comments and supportive automated tools. Code review comments are a central component of the Modern Code Review process in the industry and…

Software Engineering · Computer Science 2023-07-07 Sharif Ahmed , Nasir U. Eisty

Development bots are used on Github to automate repetitive activities. Such bots communicate with human actors via issue comments and pull request comments. Identifying such bot comments allows preventing bias in socio-technical studies…

Software Engineering · Computer Science 2021-03-11 Mehdi Golzadeh , Alexandre Decan , Eleni Constantinou , Tom Mens

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…

Software Engineering · Computer Science 2019-07-31 Xiaotao Song , Hailong Sun , Xu Wang , Jiafei Yan

Code comments can help in program comprehension and are considered as important artifacts to help developers in software maintenance. However, the comments are mostly missing or are outdated, specially in complex software projects. As a…

Software Engineering · Computer Science 2021-03-22 Ramin Shahbazi , Rishab Sharma , Fatemeh H. Fard

Many algorithmic steps require more than one statement to implement, but not big enough to be a method (e.g., add element, find the maximum, determine a value, etc.). These steps are generally implemented by loops. Internal comments for the…

Software Engineering · Computer Science 2019-04-02 Preetha Chatterjee

This paper investigates the quality of source code comments automatically generated by Large Language Models (LLMs). While AI-based comment generation has emerged as a promising solution to reduce developers' documentation effort, prior…

Software Engineering · Computer Science 2025-12-02 Ian Guelman , Arthur Gregório Leal , Laerte Xavier , Marco Tulio Valente

Inferring the types of API elements in incomplete code snippets (e.g., those on Q&A forums) is a prepositive step required to work with the code snippets. Existing type inference methods can be mainly categorized as constraint-based or…

Software Engineering · Computer Science 2024-02-16 Zhixiang Chen , Anji Li , Neng Zhang , Jianguo Chen , Yuan Huang , Zibin Zheng

Bugs that are detected earlier during the development lifecycle are easier and cheaper to fix, whereas bugs that are found during production are difficult and expensive to address, and may have dire consequences. Type systems are…

Programming Languages · Computer Science 2021-10-12 Catarina Gamboa , Paulo Alexandre Santos , Christopher S. Timperley , Alcides Fonseca

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…

Computation and Language · Computer Science 2024-08-12 Nam Le Hai , Nghi D. Q. Bui