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Related papers: Generating Comments From Source Code with CCGs

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Pseudo code is one of the valuable artifacts to comprehending the complex program codes. Most of the source code still has no equivalent pseudo code, due to the time-consuming process of writing pseudo codes. In this work, we have developed…

Software Engineering · Computer Science 2019-07-25 Sawan Rai , Atul Gupta

The previous smart contract code comment (SCC) generation approaches can be divided into two categories: fine-tuning paradigm-based approaches and information retrieval-based approaches. However, for the fine-tuning paradigm-based…

Software Engineering · Computer Science 2024-01-17 Junjie Zhao , Xiang Chen , Guang Yang , Yiheng Shen

Code review is a crucial component of modern software development, involving the evaluation of code quality, providing feedback on potential issues, and refining the code to address identified problems. Despite these benefits, code review…

Software Engineering · Computer Science 2025-06-06 Oussama Ben Sghaier , Rosalia Tufano , Gabriele Bavota , Houari Sahraoui

This paper describes an approach to improve code comments along different quality axes by rewriting those comments with customized Artificial Intelligence (AI)-based tools. We conduct an empirical study followed by grounded theory…

Software Engineering · Computer Science 2025-05-15 Maria Dhakal , Chia-Yi Su , Robert Wallace , Chris Fakhimi , Aakash Bansal , Toby Li , Yu Huang , Collin McMillan

Publicly available source-code libraries are continuously growing and changing. This makes it impossible for models of code to keep current with all available APIs by simply training these models on existing code repositories. Thus,…

Computation and Language · Computer Science 2023-02-21 Shuyan Zhou , Uri Alon , Frank F. Xu , Zhiruo Wang , Zhengbao Jiang , Graham Neubig

Much research in recent years has focused on automatic article commenting. However, few of previous studies focus on the controllable generation of comments. Besides, they tend to generate dull and commonplace comments, which further limits…

Computation and Language · Computer Science 2021-07-27 Linhao Zhang , Houfeng Wang

Appropriate comments of code snippets provide insight for code functionality, which are helpful for program comprehension. However, due to the great cost of authoring with the comments, many code projects do not contain adequate comments.…

Artificial Intelligence · Computer Science 2017-11-28 Wenhao Zheng , Hong-Yu Zhou , Ming Li , Jianxin Wu

The goal of product copywriting is to capture the interest of potential buyers by emphasizing the features of products through text descriptions. As e-commerce platforms offer a wide range of services, it's becoming essential to dynamically…

Computation and Language · Computer Science 2024-05-15 Yu-Xiang Lin , Wei-Yun Ma

Code reviews are popular in both industrial and open source projects. The benefits of code reviews are widely recognized and include better code quality and lower likelihood of introducing bugs. However, since code review is a manual…

Software Engineering · Computer Science 2021-05-20 Rosalia Tufano , Luca Pascarella , Michele Tufano , Denys Poshyvanyk , Gabriele Bavota

Metadata and comments are critical elements of any software development process. In this paper, we explain how metadata and comments in source code can play an essential role in comprehending software. We introduce a Python-based…

Software Engineering · Computer Science 2024-09-24 Ayush Bhardwaj , Sahil , Kaushlendra Pratap , Gaurav Mishra

In recent years, data has emerged as the new gold, serving as a powerful tool for creating intelligent systems. However, procuring high-quality data remains challenging, especially for code. To address this, we developed TinyPy Generator, a…

Programming Languages · Computer Science 2024-03-12 Kamel Yamani , Marwa Naïr , Riyadh Baghdadi

Pre-trained code models rely heavily on high-quality pre-training data, particularly human-written reference comments that bridge code and natural language. However, these comments often become outdated as software evolves, degrading model…

Software Engineering · Computer Science 2025-04-29 Kang Yang , Xinjun Mao , Shangwen Wang , Yanlin Wang , Tanghaoran Zhang , Bo Lin , Yihao Qin , Zhang Zhang , Yao Lu , Kamal Al-Sabahi

Code refinement aims to enhance existing code by addressing issues, refactoring, and optimizing to improve quality and meet specific requirements. As software projects scale in size and complexity, the traditional iterative exchange between…

Software Engineering · Computer Science 2025-02-13 Qi Guo , Xiaofei Xie , Shangqing Liu , Ming Hu , Xiaohong Li , Lei Bu

Code generation, the automatic creation of source code from natural language descriptions, has garnered significant attention due to its potential to streamline software development. Inspired by research that links task-personality…

Software Engineering · Computer Science 2025-05-30 Yaoqi Guo , Zhenpeng Chen , Jie M. Zhang , Yang Liu , Yun Ma

Although peer code review is widely adopted in both commercial and open source development, existing studies suggest that such code reviews often contain a significant amount of non-useful review comments. Unfortunately, to date, no tools…

Software Engineering · Computer Science 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy , Raula G. Kula

A central function of code review is to increase understanding; helping reviewers understand a code change aids in knowledge transfer and finding bugs. Comments in code largely serve a similar purpose, helping future readers understand the…

Software Engineering · Computer Science 2022-04-04 Nikitha Rao , Jason Tsay , Martin Hirzel , Vincent J. Hellendoorn

Many software development tasks, such as implementing features and fixing bugs, begin with developers posing questions about a codebase. However, answering questions about codebases that span millions of lines of code across thousands of…

Software Engineering · Computer Science 2026-05-12 Amirmohammad Nazari , Sadra Sabouri , Wang Bill Zhu , Robin Jia , Souti Chattopadhyay , Mukund Raghothaman

User feedback is becoming an increasingly important source of information for requirements engineering, user interface design, and software engineering in general. Nowadays, user feedback is largely available and easily accessible in social…

Software Engineering · Computer Science 2024-07-23 Walid Maalej , Volodymyr Biryuk , Jialiang Wei , Fabian Panse

This article explores the natural language generation capabilities of large language models with application to the production of two types of learning resources common in programming courses. Using OpenAI Codex as the large language model,…

Software Engineering · Computer Science 2022-06-28 Sami Sarsa , Paul Denny , Arto Hellas , Juho Leinonen

We consider a novel task of automatically generating text descriptions of music. Compared with other well-established text generation tasks such as image caption, the scarcity of well-paired music and text datasets makes it a much more…

Sound · Computer Science 2022-09-07 Peining Zhang , Junliang Guo , Linli Xu , Mu You , Junming Yin
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