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Generative Large Language Models (LLMs) infer user's demographic information from subtle cues in the conversation -- a phenomenon called implicit personalization. Prior work has shown that such inferences can lead to lower quality responses…

Computation and Language · Computer Science 2025-09-17 Vera Neplenbroek , Arianna Bisazza , Raquel Fernández

Vision Language Models (VLMs) are increasingly deployed across downstream tasks, yet their training data often encode social biases that surface in outputs. Unlike humans, who interpret images through contextual and social cues, VLMs…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Adit Desai , Sudipta Roy , Mohna Chakraborty

The inability of Large Language Models (LLMs) to modulate their personality expression in response to evolving dialogue dynamics hinders their performance in complex, interactive contexts. We propose a model-agnostic framework for dynamic…

Computation and Language · Computer Science 2026-02-26 Leon Pielage , Ole Hätscher , Mitja Back , Bernhard Marschall , Benjamin Risse

Large Language Models (LLMs) have demonstrated strong performance as knowledge repositories, enabling models to understand user queries and generate accurate and context-aware responses. Extensive evaluation setups have corroborated the…

Computation and Language · Computer Science 2024-11-19 Prasoon Bajpai , Sarah Masud , Tanmoy Chakraborty

We present a large, multilingual study into how vision constrains linguistic choice, covering four languages and five linguistic properties, such as verb transitivity or use of numerals. We propose a novel method that leverages existing…

Computation and Language · Computer Science 2023-02-10 Uri Berger , Lea Frermann , Gabriel Stanovsky , Omri Abend

The vast majority of recommender systems model preferences as static or slowly changing due to observable user experience. However, spontaneous changes in user preferences are ubiquitous in many domains like media consumption and key…

Human-Computer Interaction · Computer Science 2016-10-24 Arun Kumar , Paul Schrater

Despite the ubiquity of communicative visualizations, specifying communicative intent during design is ad hoc. Whether we are selecting from a set of visualizations, commissioning someone to produce them, or creating them ourselves, an…

Human-Computer Interaction · Computer Science 2021-08-09 Elsie Lee-Robbins , Shiqing He , Eytan Adar

Large Language Models (LLMs) have demonstrated the ability to adopt a personality and behave in a human-like manner. There is a large body of research that investigates the behavioural impacts of personality in less obvious areas such as…

Statistical Finance · Quantitative Finance 2024-11-12 Harris Borman , Anna Leontjeva , Luiz Pizzato , Max Kun Jiang , Dan Jermyn

When an AI assistant remembers that Sarah is a single mother working two jobs, does it interpret her stress differently than if she were a wealthy executive? As personalized AI systems increasingly incorporate long-term user memory,…

Artificial Intelligence · Computer Science 2025-10-14 Xi Fang , Weijie Xu , Yuchong Zhang , Stephanie Eckman , Scott Nickleach , Chandan K. Reddy

A new method is presented, that can help a person become aware of his or her unconscious preferences, and convey them to others in the form of verbal explanation. The method combines the concepts of reflection, visualization, and…

Artificial Intelligence · Computer Science 2010-09-28 Yoshiharu Maeno , Yukio Ohsawa

Interactions with AI assistants are increasingly personalized to individual users. As AI personalization is dynamic and machine-learning-driven, we have limited understanding of how personalization affects interaction outcomes and user…

Human-Computer Interaction · Computer Science 2026-02-18 Maximilian Eder , Clemens Lechner , Maurice Jakesch

Dialogue systems in the form of chatbots and personal assistants are being increasingly integrated into people's lives. Modern dialogue systems may consider adopting anthropomorphic personas, mimicking societal demographic groups to appear…

Computation and Language · Computer Science 2021-12-16 Emily Sheng , Josh Arnold , Zhou Yu , Kai-Wei Chang , Nanyun Peng

This paper investigates the voting behaviors of Large Language Models (LLMs), specifically GPT-4 and LLaMA-2, their biases, and how they align with human voting patterns. Our methodology involved using a dataset from a human voting…

Computation and Language · Computer Science 2024-12-20 Joshua C. Yang , Damian Dailisan , Marcin Korecki , Carina I. Hausladen , Dirk Helbing

As large language models (LLMs) are increasingly integrated into daily life, in roles ranging from high-stakes decision support to companionship, understanding their behavioral dispositions becomes critical. A growing literature uses…

Artificial Intelligence · Computer Science 2026-04-22 Valentin Kriegmair , Dirk U. Wulff

Language models are transforming the ways that their users engage with the world. Despite impressive capabilities, over-consumption of language model outputs risks propagating unchecked errors in the short-term and damaging human…

Trained on vast corpora, Large Language Models (LLMs) have the potential to encode visualization design knowledge and best practices. However, if they fail to do so, they might provide unreliable visualization recommendations. What…

Human-Computer Interaction · Computer Science 2024-10-22 Huichen Will Wang , Mitchell Gordon , Leilani Battle , Jeffrey Heer

As Large Language Models (LLMs) become deeply integrated into human life and increasingly influence decision-making, it's crucial to evaluate whether and to what extent they exhibit subjective preferences, opinions, and beliefs. These…

Artificial Intelligence · Computer Science 2025-05-27 George Kour , Itay Nakash , Ateret Anaby-Tavor , Michal Shmueli-Scheuer

Visualizations are essential tools for disseminating information regarding elections and their outcomes, potentially influencing public perceptions. Personas, delineating distinctive segments within the populace, furnish a valuable…

Human-Computer Interaction · Computer Science 2025-07-30 Swaroop Panda , Arun Kumar Sekar

As language and vision-language models (VLMs) become central to information access and online interaction, concerns grow about their potential to amplify misinformation. Human studies show that images boost the perceived credibility and…

Computation and Language · Computer Science 2026-04-29 Alice Plebe , Timothy Douglas , Diana Riazi , R. Maria del Rio-Chanona

While human speakers use a variety of different expressions when describing the same object in an image, giving rise to a distribution of plausible labels driven by pragmatic constraints, the extent to which current Vision & Language Large…

Computation and Language · Computer Science 2024-06-05 Alberto Testoni , Juell Sprott , Sandro Pezzelle