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Personality traits influence how individuals engage, behave, and make decisions during the information-seeking process. However, few studies have linked personality to observable search behaviors. This study aims to characterize personality…

Human-Computer Interaction · Computer Science 2026-01-14 Jiaman He , Marta Micheli , Damiano Spina , Dana McKay , Johanne R. Trippas , Noriko Kando

As Vision-Language Models (VLMs) become increasingly integrated into decision-making systems, it is essential to understand how visual inputs influence their behavior. This paper investigates the effects of visual priming on VLMs'…

Artificial Intelligence · Computer Science 2026-05-07 Kenneth J. K. Ong

Social cognitive theory explains how people learn and acquire knowledge through observing others. Recent years have witnessed the rapid development of large language models (LLMs), which suggests their potential significance as agents in…

Computation and Language · Computer Science 2023-10-23 Ning Bian , Hongyu Lin , Peilin Liu , Yaojie Lu , Chunkang Zhang , Ben He , Xianpei Han , Le Sun

Conventional algorithms for training language models (LMs) with human feedback rely on preferences that are assumed to account for an "average" user, disregarding subjectivity and finer-grained variations. Recent studies have raised…

Computation and Language · Computer Science 2024-10-22 Sachin Kumar , Chan Young Park , Yulia Tsvetkov , Noah A. Smith , Hannaneh Hajishirzi

Personalization, including both self-selected and pre-selected, is inevitable when tremendous amounts of media content are available. Personalization, which is believed to cause people to consume fewer diverse contents, can lead to…

Computers and Society · Computer Science 2018-11-01 Kota Kakiuchi , Fujio Toriumi , Masanori Takano , Kazuya Wada , Ichiro Fukuda

Developments in data visualization research have enabled visualization systems to achieve great general usability and application across a variety of domains. These advancements have improved not only people's understanding of data, but…

Human-Computer Interaction · Computer Science 2020-05-21 Zhengliang Liu , R. Jordan Crouser , Alvitta Ottley

When two people pay attention to each other and are interested in what the other has to say or write, they almost instantly adapt their writing/speaking style to match the other. For a successful interaction with a user, chatbots and…

Computation and Language · Computer Science 2022-03-22 Sanja Štajner , Seren Yenikent , Marc Franco-Salvador

Natural language and visualization are being increasingly deployed together for supporting data analysis in different ways, from multimodal interaction to enriched data summaries and insights. Yet, researchers still lack systematic…

Human-Computer Interaction · Computer Science 2020-09-30 Rafael Henkin , Cagatay Turkay

Beliefs shape how people reason, communicate, and behave. Rather than existing in isolation, they exhibit a rich correlational structure--some connected through logical dependencies, others through indirect associations or social processes.…

Computation and Language · Computer Science 2026-02-02 Joseph Malone , Rachith Aiyappa , Byunghwee Lee , Haewoon Kwak , Jisun An , Yong-Yeol Ahn

The availability heuristic is a strategy that people use to make quick decisions but often lead to systematic errors. We propose three ways that visualization could facilitate unbiased decision-making. First, visualizations can alter the…

Human-Computer Interaction · Computer Science 2016-10-11 Evanthia Dimara , Pierre Dragicevic , Anastasia Bezerianos

Large Language Models (LLMs) are increasingly used for knowledge-based reasoning tasks, yet understanding when they rely on genuine knowledge versus superficial heuristics remains challenging. We investigate this question through entity…

Computation and Language · Computer Science 2026-01-27 Hans Hergen Lehmann , Jae Hee Lee , Steven Schockaert , Stefan Wermter

Recent research has explored using very large language models (LLMs) as proxies for humans in tasks such as simulation, surveys, and studies. While LLMs do not possess a human psychology, they often can emulate human behaviors with…

Artificial Intelligence · Computer Science 2025-12-24 Eric Yeh , John Cadigan , Ran Chen , Dick Crouch , Melinda Gervasio , Dayne Freitag

Large Language Models (LLMs) are often misleadingly recognized as having a personality or a set of values. We argue that an LLM can be seen as a superposition of perspectives with different values and personality traits. LLMs exhibit…

Computation and Language · Computer Science 2023-11-08 Grgur Kovač , Masataka Sawayama , Rémy Portelas , Cédric Colas , Peter Ford Dominey , Pierre-Yves Oudeyer

Large language models (LLMs) are increasingly deployed in politically sensitive settings, raising concerns about their potential to encode, amplify, or be steered toward specific ideologies. We investigate how adopting synthetic personas…

Computation and Language · Computer Science 2025-08-25 Pietro Bernardelle , Stefano Civelli , Leon Fröhling , Riccardo Lunardi , Kevin Roitero , Gianluca Demartini

Personalization of LLMs by sociodemographic subgroup often improves user experience, but can also introduce or amplify biases and unfair outcomes across groups. Prior work has employed so-called personas, sociodemographic user attributes…

Computation and Language · Computer Science 2026-04-27 Franziska Weeber , Vera Neplenbroek , Jan Batzner , Sebastian Padó

Large Language Model-based Voice Assistants (LLM-VAs) are increasingly deployed in assistive settings for older adults, yet little is known about how an agent's personality shapes user perceptions of its explanations. This paper presents a…

Human-Computer Interaction · Computer Science 2026-04-30 Niharika Mathur , Hasibur Rahman , Smit Desai

Large language models (LLMs) have achieved impressive performance, leading to their widespread adoption as decision-support tools in resource-constrained contexts like hiring and admissions. There is, however, scientific consensus that AI…

While personalized recommendations are often desired by users, it can be difficult in practice to distinguish cases of bias from cases of personalization: we find that models generate racially stereotypical recommendations regardless of…

Computation and Language · Computer Science 2025-06-03 Anjali Kantharuban , Jeremiah Milbauer , Maarten Sap , Emma Strubell , Graham Neubig

Emotion is an important factor to consider when designing visualizations as it can impact the amount of trust viewers place in a visualization, how well they can retrieve information and understand the underlying data, and how much they…

Human-Computer Interaction · Computer Science 2024-07-29 Carter Blair , Xiyao Wang , Charles Perin

Psychology research findings suggest that personality is related to differences in friendship characteristics and that some personality traits correlate with linguistic behavior. In this paper, we investigate the influence that personality…

Social and Information Networks · Computer Science 2022-02-22 Jean Marie Tshimula , Belkacem Chikhaoui , Shengrui Wang