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Evaluating web usability typically requires time-consuming user studies and expert reviews, which often limits iteration speed during product development, especially for small teams and agile workflows. We present Avenir-UX, a…

人工智能 · 计算机科学 2026-04-16 Wee Joe Tan , Zi Rui Lucas Lim , Shashank Durgad , Karim Obegi , Aiden Yiliu Li

Since the advent of Large Language Models a few years ago, they have often been considered the de facto solution for many AI problems. However, in addition to the many deficiencies of LLMs that prevent them from broad industry adoption,…

Despite the widespread use of artificial intelligence (AI), designing user experiences (UX) for AI-powered systems remains challenging. UX designers face hurdles understanding AI technologies, such as pre-trained language models, as design…

人机交互 · 计算机科学 2023-02-22 Q. Vera Liao , Hariharan Subramonyam , Jennifer Wang , Jennifer Wortman Vaughan

Ensuring fairness in artificial intelligence (AI) is important to counteract bias and discrimination in far-reaching applications. Recent work has started to investigate how humans judge fairness and how to support machine learning (ML)…

人机交互 · 计算机科学 2022-04-25 Yuri Nakao , Simone Stumpf , Subeida Ahmed , Aisha Naseer , Lorenzo Strappelli

Usability evaluation is crucial in human-centered design but can be costly, requiring expert time and user compensation. In this work, we developed a method for synthetic heuristic evaluation using multimodal LLMs' ability to analyze images…

人机交互 · 计算机科学 2025-07-04 Ruican Zhong , David W. McDonald , Gary Hsieh

In today's data-driven era, computational systems generate vast amounts of data that drive the digital transformation of industries, where Artificial Intelligence (AI) plays a key role. Currently, the demand for eXplainable AI (XAI) has…

人工智能 · 计算机科学 2025-03-07 Georgios Makridis , Vasileios Koukos , Georgios Fatouros , Dimosthenis Kyriazis

In AI-assisted decision-making, humans often passively review AI's suggestion and decide whether to accept or reject it as a whole. In such a paradigm, humans are found to rarely trigger analytical thinking and face difficulties in…

人机交互 · 计算机科学 2025-03-13 Shuai Ma , Qiaoyi Chen , Xinru Wang , Chengbo Zheng , Zhenhui Peng , Ming Yin , Xiaojuan Ma

As AI becomes more common in everyday living, there is an increasing demand for intelligent systems that are both performant and understandable. Explainable AI (XAI) systems aim to provide comprehensible explanations of decisions and…

人工智能 · 计算机科学 2025-10-15 Aline Mangold , Juliane Zietz , Susanne Weinhold , Sebastian Pannasch

Explainable AI (XAI) is widely viewed as a sine qua non for ever-expanding AI research. A better understanding of the needs of XAI users, as well as human-centered evaluations of explainable models are both a necessity and a challenge. In…

Analyzing usability test videos is arduous. Although recent research showed the promise of AI in assisting with such tasks, it remains largely unknown how AI should be designed to facilitate effective collaboration between user experience…

人机交互 · 计算机科学 2021-12-24 Mingming Fan , Xianyou Yang , Tsz Tung Yu , Vera Q. Liao , Jian Zhao

Simulating human reasoning in open-ended tasks has long been a central aspiration in AI and cognitive science. While large language models now approximate human responses at scale, they remain tuned to population-level consensus, often…

User interface (UI) design goes beyond visuals to shape user experience (UX), underscoring the shift toward UI/UX as a unified concept. While recent studies have explored UI evaluation using Multimodal Large Language Models (MLLMs), they…

计算与语言 · 计算机科学 2026-01-13 Jaehyun Jeon , Min Soo Kim , Jang Han Yoon , Sumin Shim , Yejin Choi , Hanbin Kim , Dae Hyun Kim , Youngjae Yu

Traditional reference-based metrics, such as BLEU and ROUGE, are less effective for assessing outputs from Large Language Models (LLMs) that produce highly creative or superior-quality text, or in situations where reference outputs are…

Organizations use asynchronous AI interview systems to efficiently manage large applicant pools, enabling quick and uniform evaluations. However, concerns remain about their impact on user agency and the lack of personalization applicants…

人机交互 · 计算机科学 2026-03-24 Md Nazmus Sakib , Naga Manogna Rayasam , Sanorita Dey

Measuring innovation often relies on context-specific proxies and on expert evaluation. Hence, empirical innovation research is often limited to settings where such data is available. We investigate how large language models (LLMs) can be…

计算与语言 · 计算机科学 2025-08-05 Robin Nowak , Patrick Figge , Carolin Haeussler

Large language models (LLMs) are increasingly used for both everyday and specialized tasks. While HCI research focuses on domain-specific applications, little is known about how heavy users integrate LLMs into everyday decision-making.…

人机交互 · 计算机科学 2025-04-18 Eunhye Kim , Kiroong Choe , Minju Yoo , Sadat Shams Chowdhury , Jinwook Seo

Decision-making is a fundamental capability in everyday life. Large Language Models (LLMs) provide multifaceted support in enhancing human decision-making processes. However, understanding the influencing factors of LLM-assisted…

人工智能 · 计算机科学 2024-02-28 Eva Eigner , Thorsten Händler

UX practitioners face novel challenges when designing user interfaces for machine learning (ML)-enabled applications. Interactive ML paradigms, like AutoML and interactive machine teaching, lower the barrier for non-expert end users to…

人机交互 · 计算机科学 2023-02-24 K. J. Kevin Feng , David W. McDonald

Artificial intelligence systems increasingly operate in decision-critical environments where probabilistic outputs and Human-in-the-Loop (HITL) interactions reshape user engagement. Traditional user experience (UX) frameworks, designed for…

人机交互 · 计算机科学 2026-03-06 Nahal Mafi , Sahar Maleki , Babak Rahimi Ardabili , Hamed Tabkhi

Integrating cognitive ergonomics with LLMs is crucial for improving safety, reliability, and user satisfaction in human-AI interactions. Current LLM designs often lack this integration, resulting in systems that may not fully align with…

人机交互 · 计算机科学 2024-12-03 Azmine Toushik Wasi , Mst Rafia Islam