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Software developers use Application Programming Interfaces (APIs) of libraries and frameworks extensively while writing programs. In this context, the recommendations provided in code completion pop-ups help developers choose the desired…

Software Engineering · Computer Science 2016-09-01 Andrea Renika D'Souza , Di Yang , Cristina V. Lopes

Large Language Model (LLM)-based agents increasingly rely on APIs to operate complex web applications, but rapid evolution often leads to incomplete or inconsistent API documentation. Existing work falls into two categories: (1) static,…

Software Engineering · Computer Science 2026-03-26 Yanjing Yang , Chenxing Zhong , Ke Han , Zeru Cheng , Jinwei Xu , Xin Zhou , He Zhang , Bohan Liu

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

Modern software systems rely heavily on Web APIs, yet creating meaningful and executable test scripts remains a largely manual, time-consuming, and error-prone task. In this paper, we present APITestGenie, a novel tool that leverages Large…

Software Engineering · Computer Science 2026-04-03 André Pereira , Bruno Lima , João Pascoal Faria

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

Data originating from open-source software projects provide valuable information to enhance software quality. In the scope of Software Defect Prediction, one of the most challenging parts is extracting valid data about failure-prone…

Software Engineering · Computer Science 2021-11-24 Stefano Dalla Palma , Dario Di Nucci , Damian Tamburri

Python libraries are widely used for machine learning and scientific computing tasks today. APIs in Python libraries are deprecated due to feature enhancements and bug fixes in the same way as in other languages. These deprecated APIs are…

Software Engineering · Computer Science 2021-05-11 Aparna Vadlamani , Rishitha Kalicheti , Sridhar Chimalakonda

Online technical forums (e.g., StackOverflow) are popular platforms for developers to discuss technical problems such as how to use specific Application Programming Interface (API), how to solve the programming tasks, or how to fix bugs in…

Software Engineering · Computer Science 2022-04-21 Yintong Huo , Yuxin Su , Hongming Zhang , Michael R. Lyu

API suggestion is a critical task in modern software development, assisting programmers by predicting and recommending third-party APIs based on the current context. Recent advancements in large code models (LCMs) have shown promise in the…

Software Engineering · Computer Science 2024-09-23 Chaozheng Wang , Shuzheng Gao , Cuiyun Gao , Wenxuan Wang , Chun Yong Chong , Shan Gao , Michael R. Lyu

API integration is a cornerstone of our digital infrastructure, enabling software systems to connect and interact. However, as shown by many studies, writing or generating correct code to invoke APIs, particularly web APIs, is challenging.…

Software Engineering · Computer Science 2025-12-19 Daniel Maninger , Leon Chemnitz , Amir Molzam Sharifloo , Tushar Lamba , Jannis Brugger , Mira Mezini

Current search techniques are limited to standard RAG query-document applications. In this paper, we propose a novel technique to expand the code and index for predicting the required APIs, directly enabling high-quality, end-to-end code…

Software Engineering · Computer Science 2025-10-01 Esakkivel Esakkiraja , Denis Akhiyarov , Aditya Shanmugham , Chitra Ganapathy

Nowadays, invoking third party code increasingly involves calling web services via their web APIs, as opposed to the more traditional scenario of downloading a library and invoking the library's API. However, there are also new challenges…

Software Engineering · Computer Science 2017-05-19 Erik Wittern , Annie Ying , Yunhui Zheng , Jim A. Laredo , Julian Dolby , Christopher C. Young , Aleksander A. Slominski

As the amount of textual data in various fields, including software development, continues to grow, there is a pressing demand for efficient and effective extraction and presentation of meaningful insights. This paper presents a unique…

Software Engineering · Computer Science 2023-08-21 AmirHossein Naghshzan , Sylvie Ratte

Detecting the anomalies of web applications, important infrastructures for running modern companies and governments, is crucial for providing reliable web services. Many modern web applications operate on web APIs (e.g., RESTful, SOAP, and…

Software Engineering · Computer Science 2025-12-09 Wenjie Zhang , Yun Lin , Chun Fung Amos Kwok , Xiwen Teoh , Xiaofei Xie , Frank Liauw , Hongyu Zhang , Jin Song Dong

Developers frequently use APIs to implement certain functionalities, such as parsing Excel Files, reading and writing text files line by line, etc. Developers can greatly benefit from automatic API usage sequence generation based on natural…

Software Engineering · Computer Science 2022-04-08 Mohammad Abdul Hadi , Imam Nur Bani Yusuf , Ferdian Thung , Kien Gia Luong , Jiang Lingxiao , Fatemeh H. Fard , David Lo

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…

RESTful APIs are central in developing interoperable, modular, and maintainable software systems in enterprises today. Also, it is essential to support system evolution, service interoperability, and governance across organizational…

Software Engineering · Computer Science 2025-11-25 Edwin Sundberg , Thea Ekmark , Workneh Yilma Ayele

Code comments are significantly helpful in comprehending software programs and also aid developers to save a great deal of time in software maintenance. Code comment generation aims to automatically predict comments in natural language…

Software Engineering · Computer Science 2023-03-06 Ramin Shahbazi , Fatemeh Fard

Modern programming frameworks come with large libraries, with diverse applications such as for matching regular expressions, parsing XML files and sending email. Programmers often use search engines such as Google and Bing to learn about…

Software Engineering · Computer Science 2016-02-16 Mukund Raghothaman , Yi Wei , Youssef Hamadi

Large language models (LLMs) like GitHub Copilot and ChatGPT have emerged as powerful tools for code generation, significantly enhancing productivity and accelerating software development. However, existing benchmarks primarily focus on…

Software Engineering · Computer Science 2024-09-27 Yixi Wu , Pengfei He , Zehao Wang , Shaowei Wang , Yuan Tian , Tse-Hsun Chen