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Developers rely on third-party library Application Programming Interfaces (APIs) when developing software. However, libraries typically come with assumptions and API usage constraints, whose violation results in API misuse. API misuses may…

Software Engineering · Computer Science 2026-04-17 Akalanka Galappaththi , Sarah Nadi , Christoph Treude

Machine Learning software systems are frequently used in our day-to-day lives. Some of these systems are used in various sensitive environments to make life-changing decisions. Therefore, it is crucial to ensure that these AI/ML systems do…

Machine Learning · Computer Science 2025-08-25 Ajoy Das , Gias Uddin , Shaiful Chowdhury , Mostafijur Rahman Akhond , Hadi Hemmati

Developers often need to use appropriate APIs to program efficiently, but it is usually a difficult task to identify the exact one they need from a vast of candidates. To ease the burden, a multitude of API recommendation approaches have…

Software Engineering · Computer Science 2021-08-03 Yu Zhou , Xinying Yang , Taolue Chen , Zhiqiu Huang , Xiaoxing Ma , Harald Gall

With the rise of software-as-a-service and microservice architectures, RESTful APIs are now ubiquitous in mobile and web applications. A service can have tens or hundreds of API methods, making it a challenge for programmers to find the…

Programming Languages · Computer Science 2022-04-06 Zheng Guo , David Cao , Davin Tjong , Jean Yang , Cole Schlesinger , Nadia Polikarpova

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

Feature requests are proposed by users to request new features or enhancements of existing features of software products, which represent users' wishes and demands. Satisfying users' demands can benefit the product from both competitiveness…

Software Engineering · Computer Science 2026-02-27 Feifei Niu , Chuanyi Li , Haosheng Zuo , Jionghan Wu , Xin Xia

Explainable recommendation attempts to develop models that generate not only high-quality recommendations but also intuitive explanations. The explanations may either be post-hoc or directly come from an explainable model (also called…

Information Retrieval · Computer Science 2020-09-15 Yongfeng Zhang , Xu Chen

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

Modern applications increasingly interact with web APIs -- reusable components, deployed and operated outside the application, and accessed over the network. Their existence, arguably, spurs application innovations, making it easy to…

Software Engineering · Computer Science 2020-07-07 David Bermbach , Erik Wittern

The rapid growth of Web APIs has made automated Web API recommendation essential for efficient mashup development. However, existing approaches suffer from two major limitations: 1) they rely on fixed top-N recommendation strategies that…

Software Engineering · Computer Science 2026-05-15 Zishuo Xu , Dezhong Yao , Yao Wan

A good documentation is essential for a good usability of (security) APIs, i.e. especially for the correct use of the APIs. Requirements for good documentation of APIs have been described in several papers, but there is no technical…

Software Engineering · Computer Science 2020-07-28 Rolf Huesmann , Alexander Zeier , Andreas Heinemann , Alexander Wiesmaier

Lack of experience, inadequate documentation, and sub-optimal API design frequently cause developers to make mistakes when re-using third-party implementations. Such API misuses can result in unintended behavior, performance losses, or…

Software Engineering · Computer Science 2021-07-13 Sebastian Nielebock , Robert Heumüller , Kevin Michael Schott , Frank Ortmeier

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

A common way of exposing functionality in contemporary systems is by providing a Web-API based on the REST API architectural guidelines. To describe REST APIs, the industry standard is currently OpenAPI-specifications. Test generation and…

Software Engineering · Computer Science 2023-10-27 Stefan Karlsson , Robbert Jongeling , Adnan Causevic , Daniel Sundmark

API recommendation in real-time is challenging for dynamic languages like Python. Many existing API recommendation techniques are highly effective, but they mainly support static languages. A few Python IDEs provide API recommendation…

Software Engineering · Computer Science 2021-02-10 Xincheng He , Lei Xu , Xiangyu Zhang , Rui Hao , Yang Feng , Baowen Xu

Object-oriented Application Programing Interfaces (APIs) support software reuse by providing pre-implemented functionalities. Due to the huge number of included classes, reusing and understanding large APIs is a complex task. Otherwise,…

Software Engineering · Computer Science 2016-06-03 Anas Shatnawi , Abdelhak Seriai , Houari Sahraoui , Zakarea Al-Shara

Modern web services routinely provide REST APIs for clients to access their functionality. These APIs present unique challenges and opportunities for automated testing, driving the recent development of many techniques and tools that…

Software Engineering · Computer Science 2022-09-08 Myeongsoo Kim , Qi Xin , Saurabh Sinha , Alessandro Orso

APIs have intricate relations that can be described in text and represented as knowledge graphs to aid software engineering tasks. Existing relation extraction methods have limitations, such as limited API text corpus and affected by the…

Software Engineering · Computer Science 2023-11-03 Qing Huang , Yanbang Sun , Zhenchang Xing , Yuanlong Cao , Jieshan Chen , Xiwei Xu , Huan Jin , Jiaxing Lu

Context based API recommendation is an important way to help developers find the needed APIs effectively and efficiently. For effective API recommendation, we need not only a joint view of both structural and textual code information, but…

Software Engineering · Computer Science 2020-10-16 Chi Chen , Xin Peng , Zhenchang Xing , Jun Sun , Xin Wang , Yifan Zhao , Wenyun Zhao

API-driven chatbot systems are increasingly integral to software engineering applications, yet their effectiveness hinges on accurately generating and executing API calls. This is particularly challenging in scenarios requiring multi-step…