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Recruitment interviews are cognitively demanding interactions in which interviewers must simultaneously listen, evaluate candidates, take notes, and formulate follow-up questions. To better understand these challenges, we conducted a…

Human-Computer Interaction · Computer Science 2026-02-25 Zhengtao Xu , Zimo Xia , Zicheng Zhu , Nattapat Boonprakong , Yu-An Chen , Rabih Zbib , Casimiro Pio Carrino , Yi-Chieh Lee

Recent advances in large language models (LLMs) offer unprecedented opportunities to enhance human-AI collaboration in qualitative research methods, including interviews. While interviews are highly valued for gathering deep, contextualized…

Human-Computer Interaction · Computer Science 2025-04-22 Zhe Liu

Divergent thinking in the ideation stage of creative problem-solving demands that individuals explore a broad design space. Yet this exploration rarely follows a neat, linear sequence; problem-solvers constantly shift among searching,…

Human-Computer Interaction · Computer Science 2025-09-26 Yaqing Yang , Vikram Mohanty , Nikolas Martelaro , Aniket Kittur , Yan-Ying Chen , Matthew K. Hong

Generative AI shifts interaction toward intent-based outcome specification, despite user intents being inherently vague, fluid, and evolving. While a growing body of HCI research has proposed diverse interaction techniques to support this…

Human-Computer Interaction · Computer Science 2026-01-29 Yoonsu Kim , Kihoon Son , Seoyoung Kim , Brandon Chin , Juho Kim

This study presents WriteFlow, an AI voice-based writing assistant designed to support reflective academic writing through goal-oriented interaction. Academic writing involves iterative reflection and evolving goal regulation, yet prior…

Human-Computer Interaction · Computer Science 2026-04-20 Yueling Fan , Richard Lee Davis , Olga Viberg

Recent advancements in large language models (LLMs) and their multimodal variants have led to remarkable progress across various domains, demonstrating impressive capabilities and unprecedented potential. In the era of ubiquitous…

Signal Processing · Electrical Eng. & Systems 2025-02-14 Jiawei Shao , Xuelong Li

Advances in language modeling have paved the way for novel human-AI co-writing experiences. This paper explores how varying levels of scaffolding from large language models (LLMs) shape the co-writing process. Employing a within-subjects…

Human-Computer Interaction · Computer Science 2024-02-20 Paramveer S. Dhillon , Somayeh Molaei , Jiaqi Li , Maximilian Golub , Shaochun Zheng , Lionel P. Robert

Generative AI promises to allow people to create high-quality personalized media. Although powerful, we identify three fundamental design problems with existing tooling through a literature review. We introduce a multimodal generative AI…

Human-Computer Interaction · Computer Science 2025-06-23 Gregory Croisdale , Emily Huang , John Joon Young Chung , Anhong Guo , Xu Wang , Austin Z. Henley , Cyrus Omar

Neurodiverse learners often require reading supports, yet increasing scaffold richness can sometimes overload attention and working memory rather than improve comprehension. Grounded in the Construction-Integration model and a contingent…

Computation and Language · Computer Science 2026-04-03 Soufiane Jhilal , Eleonora Pasqua , Caterina Marchesi , Riccardo Corradi , Martina Galletti

One challenge in technical interviews is the think-aloud process, where candidates verbalize their thought processes while solving coding tasks. Despite its importance, opportunities for structured practice remain limited. Conversational AI…

Human-Computer Interaction · Computer Science 2025-07-22 Taufiq Daryanto , Sophia Stil , Xiaohan Ding , Daniel Manesh , Sang Won Lee , Tim Lee , Stephanie Lunn , Sarah Rodriguez , Chris Brown , Eugenia Rho

In qualitative research, data transcription is often labor-intensive and time-consuming. To expedite this process, a workflow utilizing artificial intelligence (AI) was developed. This workflow not only enhances transcription speed but also…

Computation and Language · Computer Science 2025-04-22 Jakob Sponholz , Andreas Weilinghoff , Juliane Schopf

Flow theory describes an optimal cognitive state where individuals experience deep focus and intrinsic motivation when a task's difficulty aligns with their skill level. In AI-augmented reasoning, interventions that disrupt the state of…

Human-Computer Interaction · Computer Science 2025-04-23 Dinithi Dissanayake , Suranga Nanayakkara

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…

Human-Computer Interaction · Computer Science 2026-03-24 Md Nazmus Sakib , Naga Manogna Rayasam , Sanorita Dey

Over the past decade, machine learning model complexity has grown at an extraordinary rate, as has the scale of the systems training such large models. However there is an alarmingly low hardware utilization (5-20%) in large scale AI…

Hardware Architecture · Computer Science 2022-11-14 Newsha Ardalani , Saptadeep Pal , Puneet Gupta

Legal practitioners, particularly those early in their careers, face complex, high-stakes tasks that require adaptive, context-sensitive reasoning. While AI holds promise in supporting legal work, current datasets and models are narrowly…

Organizations have widely deployed generative AI tools, yet productivity gains remain uneven, suggesting that how people use AI matters as much as whether they have access. We conducted a field experiment with 388 employees at a Fortune 500…

General Economics · Economics 2026-04-21 Alex Farach , Alexia Cambon , Lev Tankelevitch , Connie Hsueh , Rebecca Janssen

This survey organizes the intricate literature on the design and optimization of emerging structures around post-trained LMs. We refer to this overarching structure as scaffolded LMs and focus on LMs that are integrated into multi-step…

Computation and Language · Computer Science 2025-11-05 Matthieu Lin , Jenny Sheng , Andrew Zhao , Shenzhi Wang , Yang Yue , Victor Shea Jay Huang , Huan Liu , Jun Liu , Gao Huang , Yong-Jin Liu

Many conversational user interfaces facilitate linear conversations with turn-based dialogue, similar to face-to-face conversations between people. However, digital conversations can afford more than simple back-and-forth; they can be…

As interfaces evolve from static user pathways to dynamic human-AI collaboration, no standard methods exist for selecting appropriate interface patterns based on user needs and task complexity. Existing frameworks only provide guiding…

Human-Computer Interaction · Computer Science 2026-02-27 Shruthi Andru , Shrut Kirti Saksena

In automated UI design generation, a key challenge is the lack of support for iterative processes, as most systems focus solely on end-to-end output. This stems from limited capabilities in interpreting design intent and a lack of…

Human-Computer Interaction · Computer Science 2025-10-30 Mingyue Yuan , Jieshan Chen , Yongquan Hu , Sidong Feng , Mulong Xie , Gelareh Mohammadi , Zhenchang Xing , Aaron Quigley
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