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Conversation is ubiquitous in social life, but the empirical study of this interactive process has been thwarted by tools that are insufficiently modular and unadaptive to researcher needs. To relieve many constraints in conversation…

Human-Computer Interaction · Computer Science 2026-03-24 David M. Markowitz

Automatic speech-based affect recognition of individuals in dyadic conversation is a challenging task, in part because of its heavy reliance on manual pre-processing. Traditional approaches frequently require hand-crafted speech features…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-24 Huili Chen , Yue Zhang , Felix Weninger , Rosalind Picard , Cynthia Breazeal , Hae Won Park

Human communication involves a complex interplay of verbal and nonverbal signals, essential for conveying meaning and achieving interpersonal goals. To develop socially intelligent AI technologies, it is crucial to develop models that can…

Dyadic social relationships, which refer to relationships between two individuals who know each other through repeated interactions (or not), are shaped by shared spatial and temporal experiences. Current computational methods for modeling…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Wang Tang , Fethiye Irmak Dogan , Linbo Qing , Hatice Gunes

Social interactions dominate our perceptions of the world and shape our daily behavior by attaching social meaning to acts as simple and spontaneous as gestures, facial expressions, voice, and speech. People mimic and otherwise respond to…

Computer Vision and Pattern Recognition · Computer Science 2026-04-27 Xiang Zhang , Xiaotian Li , Taoyue Wang , Nan Bi , Xin Zhou , Cody Zhou , Zoie Wang , Andrew Yang , Yuming Su , Jeff Cohn , Qiang Ji , Lijun Yin

Identifying the direction of emotional influence in a dyadic dialogue is of increasing interest in the psychological sciences with applications in psychotherapy, analysis of political interactions, or interpersonal conflict behavior. Facial…

Computer Vision and Pattern Recognition · Computer Science 2020-12-17 Maha Shadaydeh , Lea Mueller , Dana Schneider , Martin Thuemmel , Thomas Kessler , Joachim Denzler

Evaluating the emotional intelligence (EI) of audio language models (ALMs) is critical. However, existing benchmarks mostly rely on synthesized speech, are limited to single-turn interactions, and depend heavily on open-ended scoring. This…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-27 Shuiyuan Wang , Zhixian Zhao , Hongfei Xue , Chengyou Wang , Shuai Wang , Hui Bu , Xin Xu , Lei Xie

This paper introduces CORAE, a novel web-based open-source tool for COntinuous Retrospective Affect Evaluation, designed to capture continuous affect data about interpersonal perceptions in dyadic interactions. Grounded in behavioral…

Human-Computer Interaction · Computer Science 2023-06-30 Michael J. Sack , Maria Teresa Parreira , Jenny Fu , Asher Lipman , Hifza Javed , Nawid Jamali , Malte Jung

Full-duplex interaction, where speakers and listeners converse simultaneously, is a key element of human communication often missing from traditional spoken dialogue systems. These systems, based on rigid turn-taking paradigms, struggle to…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-27 Chengyou Wang , Hongfei Xue , Guojian Li , Zhixian Zhao , Shuiyuan Wang , Shuai Wang , Xin Xu , Hui Bu , Lei Xie

Vocal entrainment is a social adaptation mechanism in human interaction, knowledge of which can offer useful insights to an individual's cognitive-behavioral characteristics. We propose a context-aware approach for measuring vocal…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-08 Rimita Lahiri , Md Nasir , Catherine Lord , So Hyun Kim , Shrikanth Narayanan

We introduce a video framework for modeling the association between verbal and non-verbal communication during dyadic conversation. Given the input speech of a speaker, our approach retrieves a video of a listener, who has facial…

Computer Vision and Pattern Recognition · Computer Science 2023-01-27 Scott Geng , Revant Teotia , Purva Tendulkar , Sachit Menon , Carl Vondrick

We propose a novel preference alignment framework for improving spoken dialogue models on real-time conversations from user interactions. Current preference learning methods primarily focus on text-based language models, and are not…

Computation and Language · Computer Science 2025-06-27 Anne Wu , Laurent Mazaré , Neil Zeghidour , Alexandre Défossez

Understanding how humans express and synchronize emotions across multiple communication channels particularly facial expressions and speech has significant implications for emotion recognition systems and human computer interaction.…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-02 Von Ralph Dane Marquez Herbuela , Yukie Nagai

Languages are powerful solutions to coordination problems: they provide stable, shared expectations about how the words we say correspond to the beliefs and intentions in our heads. Yet language use in a variable and non-stationary social…

Computation and Language · Computer Science 2021-12-03 Robert D. Hawkins , Michael Franke , Michael C. Frank , Adele E. Goldberg , Kenny Smith , Thomas L. Griffiths , Noah D. Goodman

In dyadic interactions, humans communicate their intentions and state of mind using verbal and non-verbal cues, where multiple different facial reactions might be appropriate in response to a specific speaker behaviour. Then, how to develop…

Computer Vision and Pattern Recognition · Computer Science 2024-01-11 Siyang Song , Micol Spitale , Cheng Luo , Cristina Palmero , German Barquero , Hengde Zhu , Sergio Escalera , Michel Valstar , Tobias Baur , Fabien Ringeval , Elisabeth Andre , Hatice Gunes

As a sub-branch of affective computing, impression recognition, e.g., perception of speaker characteristics such as warmth or competence, is potentially a critical part of both human-human conversations and spoken dialogue systems. Most…

Multimedia · Computer Science 2023-02-17 Yuanchao Li , Peter Bell , Catherine Lai

Automatic depression detection provides cues for early clinical intervention by clinicians. Clinical interviews for depression detection involve dialogues centered around multiple themes. Existing studies primarily design end-to-end neural…

Computation and Language · Computer Science 2025-08-12 Xianbing Zhao , Yiqing Lyu , Di Wang , Buzhou Tang

Talk2AI is a large-scale longitudinal dataset of 3,080 conversations (totaling 30,800 turns) between human participants and Large Language Models (LLMs), designed to support research on persuasion, opinion change, and human-AI interaction.…

Human-Computer Interaction · Computer Science 2026-04-07 Alexis Carrillo , Enrique Taietta , Ali Aghazadeh Ardebili , Giuseppe Alessandro Veltri , Massimo Stella

Natural conversations between humans often involve a large number of non-verbal nuanced expressions, displayed at key times throughout the conversation. Understanding and being able to model these complex interactions is essential for…

Computer Vision and Pattern Recognition · Computer Science 2022-07-12 Renke Wang , Ifeoma Nwogu

Clinical decision-making is a feedback system where risk estimates influence treatment, which in turn changes disease trajectories, and both shape clinicians' measurement practices. Static prediction often fails clinically: models trained…

Artificial Intelligence · Computer Science 2026-05-19 Pujun Feng , Xiaoyu Guo , Seyed Ehsan Saffari , Min Hun Lee , Siew-Kei Lam , Erik Cambria , Xibin Sun , Yangtao Zhou , Tong Yang , Xiaoyu Zhang , Tao Tan , Yue Sun , Bin Cui
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