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Modern web applications make extensive use of API calls to update the UI state in response to user events or server-side changes. For such applications, API-level testing can play an important role, in-between unit-level testing and…

Software Engineering · Computer Science 2023-05-25 Rahulkrishna Yandrapally , Saurabh Sinha , Rachel Tzoref-Brill , Ali Mesbah

Human intention is an internal, mental characterization for acquiring desired information. From interactive interfaces containing either textual or graphical information, intention to perceive desired information is subjective and strongly…

Human-Computer Interaction · Computer Science 2022-07-07 Shahed Anzarus Sabab , Mohammad Ridwan Kabir , Sayed Rizban Hussain , Hasan Mahmud , Md. Kamrul Hasan , Husne Ara Rubaiyeat

Graphical user interface testing is significantly challenging, and automating it even more so. Test-driven development is impractical: it generally requires an initial implementation of the GUI to generate golden images or to construct…

Software Engineering · Computer Science 2020-06-09 Donald Beaver

Programming based approaches to reasoning tasks have substantially expanded the types of questions models can answer about visual scenes. Yet on benchmark visual reasoning data, when models answer correctly, they produce incorrect programs…

Computer Vision and Pattern Recognition · Computer Science 2024-12-13 Artemis Panagopoulou , Honglu Zhou , Silvio Savarese , Caiming Xiong , Chris Callison-Burch , Mark Yatskar , Juan Carlos Niebles

The ability of human beings to precisely recog- nize others intents is a significant mental activity in reasoning about actions, such as, what other people are doing and what they will do next. Recent research has revealed that human…

Human-Computer Interaction · Computer Science 2018-03-13 Xiang Zhang

Natural language understanding includes the tasks of intent detection (identifying a user's objectives) and slot filling (extracting the entities relevant to those objectives). Prior slot filling methods assume that each intent type cannot…

Computation and Language · Computer Science 2023-05-19 Harshil Shah , Arthur Wilcke , Marius Cobzarenco , Cristi Cobzarenco , Edward Challis , David Barber

Graphical User Interface (GUI) agents extend large language models from text generation to action execution in real-world digital environments. Unlike conversational systems, GUI agents perform irreversible operations such as submitting…

Machine Learning · Computer Science 2026-02-25 Yucheng Shi , Wenhao Yu , Jingyuan Huang , Wenlin Yao , Wenhu Chen , Ninghao Liu

Automatic testing of mobile applications has been a well-researched area in recent years. However, testing in industry is still a very manual practice, as research results have not been fully transferred and adopted. Considering mobile…

Software Engineering · Computer Science 2020-08-21 Stefan Karlsson , Adnan Čaušević , Daniel Sundmark , Mårten Larsson

Recent joint intent detection and slot tagging models have seen improved performance when compared to individual models. In many real-world datasets, the slot labels and values have a strong correlation with their intent labels. In such…

Computation and Language · Computer Science 2022-05-24 Shruthi Hariharan , Vignesh Kumar Krishnamurthy , Utkarsh , Jayantha Gowda Sarapanahalli

Generative AI models offer many possibilities for text creation and transformation. Current graphical user interfaces (GUIs) for prompting them lack support for iterative exploration, as they do not represent prompts as actionable interface…

Human-Computer Interaction · Computer Science 2025-03-28 Rifat Mehreen Amin , Oliver Hans Kühle , Daniel Buschek , Andreas Butz

Developers spend a large portion of their time and effort on comprehending source code. While many studies have investigated how developers approach these comprehension tasks and what factors influence their success, less is known about how…

Software Engineering · Computer Science 2019-08-01 Chak Shun Yu , Christoph Treude , Maurício Aniche

Query understanding is a fundamental problem in information retrieval (IR), which has attracted continuous attention through the past decades. Many different tasks have been proposed for understanding users' search queries, e.g., query…

Computation and Language · Computer Science 2020-08-26 Ruqing Zhang , Jiafeng Guo , Yixing Fan , Yanyan Lan , Xueqi Cheng

Image search is an essential and user-friendly method to explore vast galleries of digital images. However, existing image search methods heavily rely on proximity measurements like tag matching or image similarity, requiring precise user…

Information Retrieval · Computer Science 2023-12-06 Yilin Ye , Qian Zhu , Shishi Xiao , Kang Zhang , Wei Zeng

Video game development increasingly relies on using visual programming languages as the primary way to build video game features. The aim of using visual programming is to move game logic into the hands of game designers, who may not be as…

Software Engineering · Computer Science 2023-09-08 Kalvin Eng , Abram Hindle , Alexander Senchenko

Web Applications (WA's) failures may lead to collapse of the institutions, therefore the importance of good quality WA's is increasing over the time. Testing is one of the best quality metrics that decide whether WA's are reliable or not.…

Software Engineering · Computer Science 2012-05-31 Mostafa Kandil , Ehab Hassanein , Sherif Mazen

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

Functional testing is essential for verifying that the business logic of mobile applications aligns with user requirements, serving as the primary methodology for quality assurance in software development. Despite its importance, functional…

Software Engineering · Computer Science 2026-03-02 Yakun Zhang , Zihan Wang , Xinzhi Peng , Zihao Xie , Xiaodong Wang , Xutao Li , Dan Hao , Lu Zhang , Yunming Ye

When interacting with objects through cameras, or pictures, users often have a specific intent. For example, they may want to perform a visual search. With most object detection models relying on image pixels as their sole input, undesired…

Computer Vision and Pattern Recognition · Computer Science 2022-08-04 Marco Fornoni , Chaochao Yan , Liangchen Luo , Kimberly Wilber , Alex Stark , Yin Cui , Boqing Gong , Andrew Howard

Goal oriented dialogue systems have become a prominent customer-care interaction channel for most businesses. However, not all interactions are smooth, and customer intent misunderstanding is a major cause of dialogue failure. We show that…

Computation and Language · Computer Science 2021-10-26 Eyal Ben-David , Boaz Carmeli , Ateret Anaby-Tavor

Customers interacting with product search engines are increasingly formulating information-seeking queries. Frequently Asked Question (FAQ) retrieval aims to retrieve common question-answer pairs for a user query with question intent.…

Computation and Language · Computer Science 2023-06-07 Zhiyu Chen , Jason Choi , Besnik Fetahu , Oleg Rokhlenko , Shervin Malmasi