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User Experience (UX) Research covers various methods for gathering the users' subjective impressions of a product. For this, practitioners face different activities and tasks related to the research process. This includes processing a large…

Human-Computer Interaction · Computer Science 2025-06-05 Stefan Graser , Anastasia Snimshchikova , Martin Schrepp , Stephan Böhm

Evaluation of large language model (LLM) outputs requires users to make critical judgments about the best outputs across various configurations. This process is costly and takes time given the large amounts of data. LLMs are increasingly…

Usability testing is a fundamental research method that user experience (UX) researchers use to evaluate and iterate their new designs. But what about evaluating and iterating the usability testing study design itself? Recent advances in…

Computation and Language · Computer Science 2025-09-22 Yuxuan Lu , Bingsheng Yao , Hansu Gu , Jing Huang , Jessie Wang , Yang Li , Jiri Gesi , Qi He , Toby Jia-Jun Li , Dakuo Wang

Researchers often struggle to develop measurement items and lack a standardized process. To support the design process, we present UX Remix, a system to help researchers develop constructs and measurement items using large language models…

Human-Computer Interaction · Computer Science 2025-04-15 Hyeonggeun Yun , Jinkyu Jang

Usability testing is a fundamental yet challenging (e.g., inflexible to iterate the study design flaws and hard to recruit study participants) research method for user experience (UX) researchers to evaluate a web design. Recent advances in…

Human-Computer Interaction · Computer Science 2025-04-08 Yuxuan Lu , Bingsheng Yao , Hansu Gu , Jing Huang , Jessie Wang , Yang Li , Jiri Gesi , Qi He , Toby Jia-Jun Li , Dakuo Wang

Deployed artificial intelligence (AI) often impacts humans, and there is no one-size-fits-all metric to evaluate these tools. Human-centered evaluation of AI-based systems combines quantitative and qualitative analysis and human input. It…

Human-Computer Interaction · Computer Science 2023-03-14 Teresa Datta , John P. Dickerson

The growing adoption of generative AI (GenAI) is reshaping how user experience (UX) research teams conduct qualitative research in software development, creating opportunities to streamline the production of qualitative insights. This paper…

Computer-Aided Engineering (CAE) enables simulation experts to optimize complex models, but faces challenges in user experience (UX) that limit efficiency and accessibility. While artificial intelligence (AI) has demonstrated potential to…

Recent advancements in HCI and AI research attempt to support user experience (UX) practitioners with AI-enabled tools. Despite the potential of emerging models and new interaction mechanisms, mainstream adoption of such tools remains…

Human-Computer Interaction · Computer Science 2024-02-14 Yuwen Lu , Yuewen Yang , Qinyi Zhao , Chengzhi Zhang , Toby Jia-Jun Li

Usability evaluation is an essential method to support the design of effective and intuitive user interfaces (UIs). However, it commonly relies on resource-intensive, expert-driven methods, which limit its accessibility, especially for…

Software Engineering · Computer Science 2026-04-13 Sebastian Lubos , Alexander Felfernig , Damian Garber , Gerhard Leitner , Julian Schwazer , Manuel Henrich

Explainable Artificial Intelligence (XAI) plays a critical role in fostering user trust and understanding in AI-driven systems. However, the design of effective XAI interfaces presents significant challenges, particularly for UX…

Human-Computer Interaction · Computer Science 2025-06-23 Mohammad Naiseh , Huseyin Dogan , Stephen Giff , Nan Jiang

Designing user interfaces that align with user preferences is a time-consuming process, which requires iterative cycles of prototyping, user testing, and refinement. Recent advancements in LLM-based UI generation have enabled efficient UI…

Human-Computer Interaction · Computer Science 2026-01-27 Yimeng Liu , Misha Sra , Chang Xiao

The rapid proliferation of artificial intelligence (AI) in consumer-facing digital products has disrupted the assumptions underlying classical user experience (UX) evaluation frameworks. Legacy metrics such as the System Usability Scale…

Human-Computer Interaction · Computer Science 2026-05-08 Harish Vijayakumar

LLM-based reasoning models have enabled the development of agentic systems that act as co-scientists, assisting in multi-step scientific analysis. However, evaluating these systems is challenging, as it requires realistic, end-to-end…

Machine Learning · Computer Science 2026-02-24 Siba Smarak Panigrahi , Jovana Videnović , Maria Brbić

As AI becomes fundamental in sectors like healthcare, explainable AI (XAI) tools are essential for trust and transparency. However, traditional user studies used to evaluate these tools are often costly, time consuming, and difficult to…

Artificial Intelligence · Computer Science 2024-10-24 Francesco Bombassei De Bona , Gabriele Dominici , Tim Miller , Marc Langheinrich , Martin Gjoreski

A pervasive design issue of AI systems is their explainability--how to provide appropriate information to help users understand the AI. The technical field of explainable AI (XAI) has produced a rich toolbox of techniques. Designers are now…

Human-Computer Interaction · Computer Science 2021-09-07 Q. Vera Liao , Milena Pribić , Jaesik Han , Sarah Miller , Daby Sow

The recent development of generative large language models (LLMs) poses new challenges for model evaluation that the research community and industry have been grappling with. While the versatile capabilities of these models ignite much…

Human-Computer Interaction · Computer Science 2025-02-03 Q. Vera Liao , Ziang Xiao

ChatGPT, powered by a large language model (LLM), has revolutionized everyday human-computer interaction (HCI) since its 2022 release. While now used by millions around the world, a coherent pathway for evaluating the user experience (UX)…

Human-Computer Interaction · Computer Science 2025-03-21 Katie Seaborn

Generative AI (GenAI) tools are radically expanding the scope and capability of automation in knowledge work such as academic research. While promising for augmenting cognition and streamlining processes, AI-assisted research tools may also…

Human-Computer Interaction · Computer Science 2025-04-22 Runlong Ye , Matthew Varona , Oliver Huang , Patrick Yung Kang Lee , Michael Liut , Carolina Nobre

Automated UI evaluation can be beneficial for the design process; for example, to compare different UI designs, or conduct automated heuristic evaluation. LLM-based UI evaluation, in particular, holds the promise of generalizability to a…

Human-Computer Interaction · Computer Science 2024-08-15 Peitong Duan , Chin-yi Chen , Gang Li , Bjoern Hartmann , Yang Li
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