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Extraction of Application Programming Interfaces (APIs) and their semantic relations from unstructured text (e.g., Stack Overflow) is a fundamental work for software engineering tasks (e.g., API recommendation). However, existing approaches…

Software Engineering · Computer Science 2023-01-11 Qing Huang , Yanbang Sun , Zhenchang Xing , Min Yu , Xiwei Xu , Qinghua Lu

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

Traditional code search engines often do not perform well with natural language queries since they mostly apply keyword matching. These engines thus need carefully designed queries containing information about programming APIs for code…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , David Lo

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

Automatic API method recommendation is an essential task of code intelligence, which aims to suggest suitable APIs for programming queries. Existing approaches can be categorized into two primary groups: retrieval-based and learning-based…

Software Engineering · Computer Science 2024-01-30 Yujia Chen , Cuiyun Gao , Muyijie Zhu , Qing Liao , Yong Wang , Guoai Xu

Large databases such as aflowlib.org provide valuable data sources for discovering material trends through machine learning. Although a REST API and query language are available, there is a learning curve associated with the AFLUX language…

Databases · Computer Science 2017-10-03 Conred W. Rosenbrock

Software developers study and reuse existing source code to understand how to properly use application programming interfaces (APIs). However, manually finding sufficient and adequate code examples for a given API is a difficult and a…

Software Engineering · Computer Science 2022-08-02 Mohammad Ghafari , Konstantin Rubinov , Mohammad Mehdi Pourhashem K

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

Using APIs to develop software applications is the norm. APIs help developers to build applications faster as they do not need to reinvent the wheel. It is therefore important for developers to understand the APIs that they plan to use.…

Software Engineering · Computer Science 2023-04-06 Ferdian Thung , Kisub Kim , Ting Zhang , Ivana Clairine Irsan , Ratnadira Widyasari , Zhou Yang , David Lo

Each programming language comes with official documentation to guide developers with APIs, methods, and classes. However, in some cases, official documentation is not an efficient way to get the needed information. As a result, developers…

Software Engineering · Computer Science 2023-11-08 AmirHossein Naghshzan

Medical applications challenge today's text categorization techniques by demanding both high accuracy and ease-of-interpretation. Although deep learning has provided a leap ahead in accuracy, this leap comes at the sacrifice of…

Developers prefer to utilize third-party libraries when they implement some functionalities and Application Programming Interfaces (APIs) are frequently used by them. Facing an unfamiliar API, developers tend to consult tutorials as…

Software Engineering · Computer Science 2017-03-07 He Jiang , Jingxuan Zhang , Xiaochen Li , Zhilei Ren , David Lo

This paper presents AppTechMiner, a rule-based information extraction framework that automatically constructs a knowledge base of all application areas and problem solving techniques. Techniques include tools, methods, datasets or…

Computation and Language · Computer Science 2017-11-15 Mayank Singh , Soham Dan , Sanyam Agarwal , Pawan Goyal , Animesh Mukherjee

Recent availability of Large Language Models (LLMs) has led to the development of numerous LLM-based approaches aimed at providing natural language interfaces for various end-user tasks. These end-user tasks in turn can typically be…

Artificial Intelligence · Computer Science 2025-02-14 Sudhir Agarwal , Anu Sreepathy , David H. Alonso , Prarit Lamba

Automated source code summarization is a task that generates summarized information about the purpose, usage, and--or implementation of methods and classes to support understanding of these code entities. Multiple approaches and techniques…

Software Engineering · Computer Science 2021-11-30 AmirHossein Naghshzan , Latifa Guerrouj , Olga Baysal

Building meaningful interoperation with external software units requires performing the conceptual interoperability analysis that starts with identifying the conceptual interoperability constraints of each software unit, then it compares…

Software Engineering · Computer Science 2018-12-06 Hadil Abukwaik , Mohammed Abufouda , Thejashree Nair , Dieter Rombach

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

Software undergoes constant changes to support new requirements, address bugs, enhance performance, and ensure maintainability. Thus, developers spend a great portion of their workday trying to understand and review the code changes of…

Software Engineering · Computer Science 2024-08-26 Pouria Alikhanifard , Nikolaos Tsantalis

Web APIs may have constraints on parameters, such that not all parameters are either always required or always optional. Moreover, the presence or value of one parameter could cause another parameter to be required, or parameters could have…

Software Engineering · Computer Science 2021-02-02 Henk Grent , Aleksei Akimov , Maurício Aniche

Objective: To assess the performance of the OpenAI GPT API in accurately and efficiently identifying relevant titles and abstracts from real-world clinical review datasets and compare its performance against ground truth labelling by two…

Computation and Language · Computer Science 2023-10-09 Eddie Guo , Mehul Gupta , Jiawen Deng , Ye-Jean Park , Mike Paget , Christopher Naugler