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Descriptive code comments are essential for supporting code comprehension and maintenance. We propose the task of automatically generating comments for overriding methods. We formulate a novel framework which accommodates the unique…

Computation and Language · Computer Science 2021-04-20 Jiyang Zhang , Sheena Panthaplackel , Pengyu Nie , Raymond J. Mooney , Junyi Jessy Li , Milos Gligoric

API search involves finding components in an API that are relevant to a programming task. For example, a programmer may need a function in a C library that opens a new network connection, then another function that sends data across that…

Software Engineering · Computer Science 2021-07-27 Zachary Eberhart , Collin McMillan

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

Code documentation is essential to improve software maintainability and comprehension. The tedious nature of manual code documentation has led to much research on automated documentation generation. Existing automated approaches primarily…

Software Engineering · Computer Science 2025-09-19 Swapnil Sharma Sarker , Tanzina Taher Ifty

Developers increasingly rely on text matching tools to analyze the relation between natural language words and APIs. However, semantic gaps, namely textual mismatches between words and APIs, negatively affect these tools. Previous studies…

Software Engineering · Computer Science 2018-10-24 Xiaochen Li , He Jiang , Yasutaka Kamei , Xin Chen

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

This study tackles the challenges associated with interpreting Application Programming Interface (API) documentation, an integral aspect of software development. Official API documentation, while essential, can be lengthy and challenging to…

Software Engineering · Computer Science 2024-01-23 AmirHossein Naghshzan , Sylvie Ratte

Utilizing pre-existing software artifacts, such as libraries and Application Programming Interfaces (APIs), is crucial for software development efficiency. However, the abundance of artifacts that provide similar functionality can lead to…

Software Engineering · Computer Science 2023-04-12 Kisub Kim , Ferdian Thung , Ting Zhang , Ivana Clairine Irsan , Ratnadira Widyasari , Zhou Yang , David Lo

Understanding the practice of refactoring documentation is of paramount importance in academia and industry. Issue tracking systems are used by most software projects enabling developers, quality assurance, managers, and users to submit…

Software Engineering · Computer Science 2022-03-22 Eman Abdullah AlOmar , Anthony Peruma , Mohamed Wiem Mkaouer , Christian D. Newman , Ali Ouni

Retrieval-augmented generation (RAG) has increasingly shown its power in extending large language models' (LLMs') capability beyond their pre-trained knowledge. Existing works have shown that RAG can help with software development tasks…

Software Engineering · Computer Science 2025-03-20 Jingyi Chen , Songqiang Chen , Jialun Cao , Jiasi Shen , Shing-Chi Cheung

Maintaining up-to-date, comprehensive documentation for large codebases is a persistent challenge. Recent progress in automated documentation has moved from template-based rules to large language models (LLMs), yet existing tools still…

Software Engineering · Computer Science 2026-04-30 Dong Xu , Mingwei Liu , Xiwen Wang , Jianfeng Zhong , Zibin Zheng

REST APIs play important roles in enriching the action space of web agents, yet most API-based agents rely on curated and uniform toolsets that do not reflect the complexity of real-world APIs. Building tool-using agents for arbitrary…

Computation and Language · Computer Science 2025-06-26 Xinyi Ni , Haonan Jian , Qiuyang Wang , Vedanshi Chetan Shah , Pengyu Hong

Labeling issues with the skills required to complete them can help contributors to choose tasks in Open Source Software projects. However, manually labeling issues is time-consuming and error-prone, and current automated approaches are…

Automatic Web service composition is a research direction aimed to improve the process of aggregating multiple Web services to create some new, specific functionality. The use of semantics is required as the proper semantic model with…

Networking and Internet Architecture · Computer Science 2020-05-07 Andrei Netedu , Sabin C. Buraga , Paul Diac , Liana Ţucăr

Large Language Models (LLMs) are widely used to support software developers in tasks such as code generation, optimization, and documentation. However, their ability to improve existing programming answers in a human-like manner remains…

Software Engineering · Computer Science 2026-01-27 Suborno Deb Bappon , Saikat Mondal , Chanchal K. Roy , Kevin Schneider

Many programmers, when they encounter an error, would like to have the benefit of automatic fix suggestions---as long as they are, most of the time, adequate. Initial research in this direction has generally limited itself to specific…

Software Engineering · Computer Science 2015-03-18 Yu Pei , Yi Wei , Carlo A. Furia , Martin Nordio , Bertrand Meyer

The advent of Large Language Models (LLMs) has revolutionized various domains of artificial intelligence, including the realm of software engineering. In this research, we evaluate the efficacy of pre-trained LLMs in replicating the tasks…

Software Engineering · Computer Science 2024-06-10 Tajmilur Rahman , Rahul Singh , Mir Yousuf Sultan

While having options could be liberating, too many options could lead to the sub-optimal solution being chosen. This is not an exception in the software engineering domain. Nowadays, API has become imperative in making software developers'…

Software Engineering · Computer Science 2023-03-23 Ivana Clairine Irsan , Ting Zhang , Ferdian Thung , Kisub Kim , David Lo

Review comments play an important role in the evolution of documents. For a large document, the number of review comments may become large, making it difficult for the authors to quickly grasp what the comments are about. It is important to…

Computation and Language · Computer Science 2022-10-04 Gautam Choudhary , Natwar Modani , Nitish Maurya

Research on using Large Language Models (LLMs) in system development is expanding, especially in automated code and test generation. While E2E testing is vital for ensuring application quality, most test generation research has focused on…

Software Engineering · Computer Science 2025-03-25 Takuro Morimoto , Harumi Haraguchi