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AI-powered code assistants are widely used to generate code completions, significantly boosting developer productivity. However, these tools typically present suggestions without explaining their rationale, leaving their decision-making…

Human-Computer Interaction · Computer Science 2025-09-23 Runlong Ye , Zeling Zhang , Boushra Almazroua , Michael Liut

Artificial Intelligence (AI) has a communication problem. XAI methods have been used to make AI more understandable and helped resolve some of the transparency issues that inhibit AI's broader usability. However, user evaluation studies…

Human-Computer Interaction · Computer Science 2023-09-01 Simon Hudson , Matija Franklin

A Web API (WAPI) is a type of API whose interaction with its consumers is done through the Internet. While being accessed through the Internet can be challenging, mostly when WAPIs evolve, it gives providers the possibility to monitor their…

Software Engineering · Computer Science 2021-03-30 Rediana Koçi , Xavier Franch , Petar Jovanovic , Alberto Abelló

Nowadays, many companies design and develop their software systems as a set of loosely coupled microservices that communicate via their Application Programming Interfaces (APIs). While the loose coupling improves maintainability,…

Software Engineering · Computer Science 2024-06-05 Alexander Lercher , Johann Glock , Christian Macho , Martin Pinzger

Recent advances in artificial intelligence (AI) and machine learning have created a general perception that AI could be used to solve complex problems, and in some situations over-hyped as a tool that can be so easily used. Unfortunately,…

Artificial Intelligence · Computer Science 2018-04-27 Jinyang Gao , Wei Wang , Meihui Zhang , Gang Chen , H. V. Jagadish , Guoliang Li , Teck Khim Ng , Beng Chin Ooi , Sheng Wang , Jingren Zhou

Digital tool-based agents, powered by Large Language Models (LLMs), that invoke external Application Programming Interfaces (APIs) often rely on documentation to understand API functionality. However, such documentation is frequently…

Artificial Intelligence · Computer Science 2025-11-13 Bhrij Patel , Ashish Jagmohan , Aditya Vempaty

Generative AI enables students to produce plausible code quickly. Producing working code is therefore no longer a reliable indicator of understanding. This is particularly problematic in non-computer-science programmes, where time…

Computers and Society · Computer Science 2026-04-09 Christina Maria Mayr

AI-driven automated scoring systems offer scalable and efficient means of evaluating complex student-generated responses. Yet, despite increasing demand for transparency and interpretability, the field has yet to develop a widely accepted…

Computation and Language · Computer Science 2026-04-23 Yunsung Kim , Mike Hardy , Joseph Tey , Candace Thille , Chris Piech

Large-scale AI models such as GPT-4 have accelerated the deployment of artificial intelligence across critical domains including law, healthcare, and finance, raising urgent questions about trust and transparency. This study investigates…

Artificial Intelligence · Computer Science 2025-10-20 Allen Daniel Sunny

Despite promising developments in Explainable Artificial Intelligence, the practical value of XAI methods remains under-explored and insufficiently validated in real-world settings. Robust and context-aware evaluation is essential, not only…

Human-Computer Interaction · Computer Science 2025-06-18 Ivania Donoso-Guzmán , Kristýna Sirka Kacafírková , Maxwell Szymanski , An Jacobs , Denis Parra , Katrien Verbert

State of the art Artificial Intelligence (AI) techniques have reached an impressive complexity. Consequently, researchers are discovering more and more methods to use them in real-world applications. However, the complexity of such systems…

Artificial Intelligence · Computer Science 2021-11-08 Marco Matarese , Francesco Rea , Alessandra Sciutti

When learning to use an Application Programming Interface (API), programmers need to understand the inputs and outputs (I/O) of the API functions. Current documentation tools automatically document the static information of I/O, such as…

Software Engineering · Computer Science 2018-08-21 Siyuan Jiang , Ameer Armaly , Collin McMillan , Qiyu Zhi , Ronald Metoyer

Artificial intelligence (AI) has huge potential to improve the health and well-being of people, but adoption in clinical practice is still limited. Lack of transparency is identified as one of the main barriers to implementation, as…

Artificial Intelligence · Computer Science 2021-01-06 Aniek F. Markus , Jan A. Kors , Peter R. Rijnbeek

Virtual assistant technology has the potential to make a significant impact in the field of software engineering. However, few SE-related datasets exist that would be suitable for the design or training of a virtual assistant. To help lay…

Software Engineering · Computer Science 2020-01-28 Zachary Eberhart , Aakash Bansal , Collin McMillan

With the widespread use and adoption of mobile platforms like Android a new software quality concern has emerged -- energy consumption. However, developing energy-efficient software and applications requires knowledge and likewise proper…

Software Engineering · Computer Science 2021-03-23 Andreas Schuler , Gabriele Kotsis

With the availability of large databases and recent improvements in deep learning methodology, the performance of AI systems is reaching or even exceeding the human level on an increasing number of complex tasks. Impressive examples of this…

Artificial Intelligence · Computer Science 2017-08-29 Wojciech Samek , Thomas Wiegand , Klaus-Robert Müller

Artificial Intelligence (AI) tools for automating design artifact generation are increasingly used in Requirements Engineering (RE) to transform textual requirements into structured diagrams and models. While these AI tools, particularly…

Software Engineering · Computer Science 2025-07-15 Syed Tauhid Ullah Shah , Mohammad Hussein , Ann Barcomb , Mohammad Moshirpour

The use of AI tools in research is becoming routine, alongside growing consensus that such use should be transparently disclosed. However, AI disclosure statements remain rare and inconsistent, with policies offering limited guidance and…

Human-Computer Interaction · Computer Science 2026-04-06 Yoana Ahmetoglu , Marios Constantinides , Anna Cox

There is a growing need for Large Language Models (LLMs) to effectively use tools and external Application Programming Interfaces (APIs) to plan and complete tasks. As such, there is tremendous interest in methods that can acquire…

Sentiment Analysis Systems (SASs) are data-driven Artificial Intelligence (AI) systems that, given a piece of text, assign one or more numbers conveying the polarity and emotional intensity expressed in the input. Like other automatic…

Artificial Intelligence · Computer Science 2023-02-07 Kausik Lakkaraju , Biplav Srivastava , Marco Valtorta