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Rapport, the close and harmonious relationship in which interaction partners are "in sync" with each other, was shown to result in smoother social interactions, improved collaboration, and improved interpersonal outcomes. In this work, we…

Computers and Society · Computer Science 2018-05-10 Philipp Müller , Michael Xuelin Huang , Andreas Bulling

Personality computing and affective computing, where the recognition of personality traits is essential, have gained increasing interest and attention in many research areas recently. We propose a novel approach to recognize the Big Five…

Computer Vision and Pattern Recognition · Computer Science 2019-11-04 Süleyman Aslan , Uğur Güdükbay

Self-report questionnaires have long been used to assess LLM personality traits, yet they fail to capture behavioral nuances due to biases and meta-knowledge contamination. This paper proposes a novel multi-observer framework for…

Computation and Language · Computer Science 2025-05-21 Yin Jou Huang , Rafik Hadfi

We propose a novel approach for First Impressions Recognition in terms of the Big Five personality-traits from short videos. The Big Five personality traits is a model to describe human personality using five broad categories: Extraversion,…

Computer Vision and Pattern Recognition · Computer Science 2016-11-01 Arulkumar Subramaniam , Vismay Patel , Ashish Mishra , Prashanth Balasubramanian , Anurag Mittal

Accurate recognition of human emotions is critical for adaptive human-computer interaction, yet remains challenging in dynamic, conversation-like settings. This work presents a personality-aware multimodal framework that integrates…

This study investigates the capacity of Large Language Models (LLMs) to infer the Big Five personality traits from free-form user interactions. The results demonstrate that a chatbot powered by GPT-4 can infer personality with moderate…

Human-Computer Interaction · Computer Science 2024-05-24 Heinrich Peters , Moran Cerf , Sandra C. Matz

Personality is a complex, hierarchical construct typically assessed through item-level questionnaires aggregated into broad trait scores. Personality recognition models aim to infer personality traits from different sources of behavioral…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Amir Ansari , Jana Subirana , Bruna Silva , Sergio Escalera , David Gallardo-Pujol , Cristina Palmero

Prompt-based personality control is a key technique for designing large language model (LLM) dialogue agents that behave consistently across social contexts. However, specifying Big Five personality traits (BFTs) in a prompt does not ensure…

Computation and Language · Computer Science 2026-05-28 Moe Nagao , Koichiro Terao , Mikio Nakano , Naoto Iwahashi

This study investigates how the Big Five personality traits influence decision-making processes in AI agents within public spaces. Using AgentVerse framework and GPT-3.5-turbo, we simulated interactions among 10 AI agents, each embodying…

Human-Computer Interaction · Computer Science 2025-03-21 Mingjun Ren , Wentao Xu

In our multicultural world, affect-aware AI systems that support humans need the ability to perceive affect across variations in emotion expression patterns across cultures. These systems must perform well in cultural contexts without…

Computer Vision and Pattern Recognition · Computer Science 2022-11-01 Leena Mathur , Ralph Adolphs , Maja J Matarić

Accurate emotion recognition is pivotal for nuanced and engaging human-computer interactions, yet remains difficult to achieve, especially in dynamic, conversation-like settings. In this study, we showcase how integrating eye-tracking data,…

Human-Computer Interaction · Computer Science 2025-11-03 Meisam Jamshidi Seikavandi , Jostein Fimland , Maria Barrett , Paolo Burelli

User ratings play a significant role in spoken dialogue systems. Typically, such ratings tend to be averaged across all users and then utilized as feedback to improve the system or personalize its behavior. While this method can be useful…

Computation and Language · Computer Science 2022-06-02 Alexandros Papangelis , Nicole Chartier , Pankaj Rajan , Julia Hirschberg , Dilek Hakkani-Tur

We introduce a methodology for assigning quantifiable and psychometrically validated personalities to AI-Agents using the Big Five framework. Across three studies, we evaluate its feasibility and limitations. In Study 1, we show that large…

Artificial Intelligence · Computer Science 2025-11-17 Muhua Huang , Xijuan Zhang , Christopher Soto , James Evans

Despite the many use cases for large language models (LLMs) in creating personalized chatbots, there has been limited research on evaluating the extent to which the behaviors of personalized LLMs accurately and consistently reflect specific…

Computation and Language · Computer Science 2024-04-03 Hang Jiang , Xiajie Zhang , Xubo Cao , Cynthia Breazeal , Deb Roy , Jad Kabbara

This study analyzes the possible relationship between personality traits, in terms of Big Five (extraversion, agreeableness, responsibility, emotional stability and openness to experience), and social interactions mediated by digital…

Computers and Society · Computer Science 2023-06-12 Andrea Mercado , Alethia Hume , Ivano Bison , Fausto Giunchiglia , Amarsanaa Ganbold , Luca Cernuzzi

Rapport plays an important role during communication because it can help people understand each other's feelings or ideas and leads to a smooth communication. Computational rapport model has been proposed based on theory in previous work.…

Human-Computer Interaction · Computer Science 2018-06-20 Xuhai Xu , Justine Cassell

Affect recognition, encompassing emotions, moods, and feelings, plays a pivotal role in human communication. In the realm of conversational artificial intelligence, the ability to discern and respond to human affective cues is a critical…

Computation and Language · Computer Science 2024-08-06 Shutong Feng , Guangzhi Sun , Nurul Lubis , Wen Wu , Chao Zhang , Milica Gašić

Accurate assessment of personality traits is crucial for effective psycho-counseling, yet traditional methods like self-report questionnaires are time-consuming and biased. This study exams whether Large Language Models (LLMs) can predict…

Computation and Language · Computer Science 2024-06-26 Yang Yan , Lizhi Ma , Anqi Li , Jingsong Ma , Zhenzhong Lan

Collaborative problem solving and learning are shaped by who or what is on the team. As large language models (LLMs) increasingly function as collaborators rather than tools, a key question is whether AI teammates can be aligned to express…

Human-Computer Interaction · Computer Science 2026-03-03 Mohammad Amin Samadi , Nia Nixon

This study analyzes the possible relationship between personality traits, in terms of Big Five (extraversion, agreeableness, responsibility, emotional stability and openness to experience), and social interactions mediated by digital…

Computers and Society · Computer Science 2023-09-20 Andrea Mercado , Alethia Hume , Ivanno Bison , Fausto Giunchiglia , Amarsanaa Ganbold , Luca Cernuzzi
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