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AI systems depend on the invisible and undervalued labor of data workers, who are often treated as interchangeable units rather than collaborators with meaningful expertise. Critical scholars and practitioners have proposed alternative…

Image generation models are poised to become ubiquitous in a range of applications. These models are often fine-tuned and evaluated using human quality judgments that assume a universal standard, failing to consider the subjectivity of such…

This paper explores the use of scenario-based visualisation examples as a pedagogical strategy for teaching students the complexities of data insight, representation, and interpretation. Teaching data visualisation often involves explaining…

Human-Computer Interaction · Computer Science 2025-08-13 Jonathan C. Roberts , Peter Butcher , Panagiotis D. Ritsos

Annotations allow users to associate additional information with existing resources. Using proprietary and closed systems on the Web, users are already able to annotate multimedia resources such as images, audio and video. So far, however,…

Digital Libraries · Computer Science 2011-06-28 Bernhard Haslhofer , Rainer Simon , Robert Sanderson , Herbert van de Sompel

Collaborating in a group, whether face-to-face or virtually, involves continuously expressing emotions and interpreting those of other group members. Therefore, understanding group affect is essential to comprehending how groups interact…

Human-Computer Interaction · Computer Science 2024-10-22 Navin Raj Prabhu , Maria Tsfasman , Catharine Oertel , Timo Gerkmann , Nale Lehmann-Willenbrock

In response to COVID-19, a vast number of visualizations have been created to communicate information to the public. Information exposure in a public health crisis can impact people's attitudes towards and responses to the crisis and risks,…

Human-Computer Interaction · Computer Science 2021-01-14 Yixuan Zhang , Yifan Sun , Lace Padilla , Sumit Barua , Enrico Bertini , Andrea G. Parker

Recent work has explored the use of personal information in the form of persona sentences or self-disclosures to improve modeling of individual characteristics and prediction of annotator labels for subjective tasks. The volume of personal…

Computation and Language · Computer Science 2026-01-27 Kieran Henderson , Kian Omoomi , Vasudha Varadarajan , Allison Lahnala , Charles Welch

Augmented data storytelling enhances narrative delivery by integrating visualizations with physical environments and presenter actions. Existing systems predominantly rely on body gestures or speech to control visualizations, leaving…

Human-Computer Interaction · Computer Science 2025-08-08 Kentaro Takahira , Yue Yu , Takanori Fujiwara , Ryo Suzuki , Huamin Qu

With the growing prevalence of large language models, it is increasingly common to annotate datasets for machine learning using pools of crowd raters. However, these raters often work in isolation as individual crowdworkers. In this work,…

Computers and Society · Computer Science 2024-08-05 Sonja Schmer-Galunder , Ruta Wheelock , Scott Friedman , Alyssa Chvasta , Zaria Jalan , Emily Saltz

Properly annotated multimedia content is crucial for supporting advances in many Information Retrieval applications. It enables, for instance, the development of automatic tools for the annotation of large and diverse multimedia…

Information Retrieval · Computer Science 2018-11-28 Xavier Favory , Eduardo Fonseca , Frederic Font , Xavier Serra

In various fields, including medicine, age distributions are crucial. Despite widespread media coverage of health topics, there remains a need to enhance health communication. Narrative medical visualization is promising for improving…

Human-Computer Interaction · Computer Science 2024-09-27 Sophia Dowlatabadi , Bernhard Preim , Monique Meuschke

The integration of data visualization in journalism has catalyzed the growth of data storytelling in recent years. Today, it is increasingly common for journalism schools to incorporate data visualization into their curricula. However, the…

Human-Computer Interaction · Computer Science 2025-04-08 Xingyu Lan

Prior natural language datasets for data visualization have focused on tasks such as visualization literacy assessment, insight generation, and visualization generation from natural language instructions. These studies often rely on…

Human-Computer Interaction · Computer Science 2025-07-02 Maeve Hutchinson , Radu Jianu , Aidan Slingsby , Jo Wood , Pranava Madhyastha

Personal data cover multiple aspects of our daily life and activities, including health, finance, social, Internet, Etc. Personal data visualisations aim to improve the user experience when exploring these large amounts of personal data and…

Human-Computer Interaction · Computer Science 2022-03-04 Yasmeen Anjeer Alshehhi , Mohamed Abdelrazek , Alessio Bonti

Traditional approaches to data visualization have often focused on comparing different subsets of data, and this is reflected in the many techniques developed and evaluated over the years for visual comparison. Similarly, common workflows…

Human-Computer Interaction · Computer Science 2024-02-27 David Borland , Arran Zeyu Wang , David Gotz

Conducting data analysis tasks rarely occur in isolation. Especially in intelligence analysis scenarios where different experts contribute knowledge to a shared understanding, members must communicate how insights develop to establish…

Human-Computer Interaction · Computer Science 2022-11-10 Jeremy E. Block , Shaghayegh Esmaeili , Eric D. Ragan , John R. Goodall , G. David Richardson

Domain-specific visualizations sometimes focus on narrow, albeit important, tasks for one group of users. This focus limits the utility of a visualization to other groups working with the same data. While tasks elicited from other groups…

Human-Computer Interaction · Computer Science 2025-07-25 Connor Scully-Allison , Kevin Menear , Kristin Potter , Andrew McNutt , Katherine E. Isaacs , Dmitry Duplyakin

When we experience an event, it feels like our previous experiences, our interpretations of that event (e.g., aesthetics, emotions), and our current state will determine how we will remember it. However, recent work has revealed a strong…

Neurons and Cognition · Quantitative Biology 2021-04-15 Wilma A. Bainbridge

Visual storytelling is the task of generating stories based on a sequence of images. Inspired by the recent works in neural generation focusing on controlling the form of text, this paper explores the idea of generating these stories in…

Computation and Language · Computer Science 2019-06-18 Shrimai Prabhumoye , Khyathi Raghavi Chandu , Ruslan Salakhutdinov , Alan W Black

LLM use in annotation is becoming widespread, and given LLMs' overall promising performance and speed, simply "reviewing" LLM annotations in interpretive tasks can be tempting. In subjective annotation tasks with multiple plausible answers,…

Computers and Society · Computer Science 2025-07-22 Hope Schroeder , Deb Roy , Jad Kabbara
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