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Predicting team dynamics from personality traits remains a fundamental challenge for the psychological sciences and team-based organizations. Understanding how team composition generates team processes can significantly advance team-based…

Computation and Language · Computer Science 2024-11-26 Lisa R. O'Bryan , Madeline Navarro , Juan Segundo Hevia , Santiago Segarra

We propose a flexible probabilistic model for predicting turn-taking patterns in group conversations based solely on individual characteristics and past speaking behavior. Many models of conversation dynamics cannot yield insights that…

Machine Learning · Computer Science 2025-10-22 Madeline Navarro , Lisa O'Bryan , Santiago Segarra

Turn-taking is a fundamental aspect of human communication and can be described as the ability to take turns, project upcoming turn shifts, and supply backchannels at appropriate locations throughout a conversation. In this work, we…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-13 Erik Ekstedt , Gabriel Skantze

Turn-taking is a fundamental aspect of human communication where speakers convey their intention to either hold, or yield, their turn through prosodic cues. Using the recently proposed Voice Activity Projection model, we propose an…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-30 Erik Ekstedt , Siyang Wang , Éva Székely , Joakim Gustafson , Gabriel Skantze

Turn-taking is a fundamental component of spoken dialogue, however conventional studies mostly involve dyadic settings. This work focuses on applying voice activity projection (VAP) to predict upcoming turn-taking in triadic multi-party…

Computation and Language · Computer Science 2025-10-06 Mikey Elmers , Koji Inoue , Divesh Lala , Tatsuya Kawahara

In a human-machine dialog scenario, deciding the appropriate time for the machine to take the turn is an open research problem. In contrast, humans engaged in conversations are able to timely decide when to interrupt the speaker for…

Computation and Language · Computer Science 2019-07-12 Andrei C. Coman , Koichiro Yoshino , Yukitoshi Murase , Satoshi Nakamura , Giuseppe Riccardi

Turn-taking behaviour is simulated in a coupled agents system. Each agent is modelled as a mobile robot with two wheels. A recurrent neural network is used to produce the motor outputs and to hold the internal dynamics. Agents are developed…

Adaptation and Self-Organizing Systems · Physics 2007-05-23 Hiroyuki Iizuka , Takashi Ikegami

For spoken dialog systems to conduct fluid conversational interactions with users, the systems must be sensitive to turn-taking cues produced by a user. Models should be designed so that effective decisions can be made as to when it is…

Computation and Language · Computer Science 2018-07-02 Matthew Roddy , Gabriel Skantze , Naomi Harte

Emergent collective group processes and capabilities have been studied through analysis of transactive memory, measures of group task performance, and group intelligence, among others. In their approach to collective behaviors, these…

Physics and Society · Physics 2019-01-01 Yaneer Bar-Yam , David Kantor

Turn-taking prediction models are essential components in spoken dialogue systems and conversational robots. Recent approaches leverage transformer-based architectures to predict speech activity continuously and in real-time. In this study,…

Computation and Language · Computer Science 2025-07-04 Koji Inoue , Mikey Elmers , Yahui Fu , Zi Haur Pang , Divesh Lala , Keiko Ochi , Tatsuya Kawahara

The recent wave of audio foundation models (FMs) could provide new capabilities for conversational modeling. However, there have been limited efforts to evaluate these audio FMs comprehensively on their ability to have natural and…

Computation and Language · Computer Science 2025-03-04 Siddhant Arora , Zhiyun Lu , Chung-Cheng Chiu , Ruoming Pang , Shinji Watanabe

Previous approaches to turn-taking and response generation in conversational systems have treated it as a two-stage process: First, the end of a turn is detected (based on conversation history), then the system generates an appropriate…

Computation and Language · Computer Science 2023-05-04 Bing'er Jiang , Erik Ekstedt , Gabriel Skantze

Turn-taking modeling is fundamental to spoken dialogue systems, yet its evaluation remains fragmented and often limited to binary boundary detection under narrow interaction settings. Such protocols hinder systematic comparison and obscure…

Sound · Computer Science 2026-04-02 Huan Shen , Yingao Wang , Shangkun Huang , Wei Zou , Yunzhang Chen

In this paper, we describe a novel approach, based on Markov jump processes, to model small group conversational dynamics and to predict small group performance. More precisely, we estimate conversational events such as turn taking,…

Social and Information Networks · Computer Science 2012-04-18 Wen Dong , Bruno Lepri , Alex Pentland

Turn-taking is a fundamental mechanism in human communication that ensures smooth and coherent verbal interactions. Recent advances in Large Language Models (LLMs) have motivated their use in improving the turn-taking capabilities of Spoken…

Computation and Language · Computer Science 2024-10-22 Muhammad Umair , Vasanth Sarathy , JP de Ruiter

In this paper, we propose and consider the problem of cooperative language acquisition as a particular form of the ad hoc team play problem. We then present a probabilistic model for inferring a speaker's intentions and a listener's…

Machine Learning · Computer Science 2023-05-23 Dylan Cope , Peter McBurney

Turn-taking management is crucial for any social interaction. Still, it is challenging to model human-machine interaction due to the complexity of the social context and its multimodal nature. Unlike conventional systems based on silence…

Computation and Language · Computer Science 2025-06-05 Takeshi Saga , Catherine Pelachaud

Conversation is a subject of increasing interest in the social, cognitive, and computational sciences. Yet as conversational datasets continue to increase in size and complexity, researchers lack scalable methods to segment speech-to-text…

Computation and Language · Computer Science 2025-11-13 Gus Cooney , Andrew Reece

Turn-taking prediction is the task of anticipating when the speaker in a conversation will yield their turn to another speaker to begin speaking. This project expands on existing strategies for turn-taking prediction by employing a…

Sound · Computer Science 2024-12-25 Hyunbae Jeon , Frederic Guintu , Rayvant Sahni

In networked virtual reality (VR), user behaviors, individual differences, and group dynamics can serve as important signals into future speech behaviors, such as who the next speaker will be and the timing of turn-taking behaviors. The…

Human-Computer Interaction · Computer Science 2025-08-01 Portia Wang , Eugy Han , Anna C. M. Queiroz , Cyan DeVeaux , Jeremy N. Bailenson
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