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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 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

This paper investigates the application of voice activity projection (VAP), a predictive turn-taking model for spoken dialogue, on multilingual data, encompassing English, Mandarin, and Japanese. The VAP model continuously predicts the…

Computation and Language · Computer Science 2024-03-18 Koji Inoue , Bing'er Jiang , Erik Ekstedt , Tatsuya Kawahara , 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

A demonstration of a real-time and continuous turn-taking prediction system is presented. The system is based on a voice activity projection (VAP) model, which directly maps dialogue stereo audio to future voice activities. The VAP model…

Computation and Language · Computer Science 2024-01-11 Koji Inoue , Bing'er Jiang , Erik Ekstedt , Tatsuya Kawahara , Gabriel Skantze

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

In task-oriented dialogue, a system often needs to follow a sequence of actions, called a workflow, that complies with a set of guidelines in order to complete a task. In this paper, we propose the novel problem of multi-step workflow…

Computation and Language · Computer Science 2024-02-14 Ramya Ramakrishnan , Ethan R. Elenberg , Hashan Narangodage , Ryan McDonald

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 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

Massively Multilingual Transformer based Language Models have been observed to be surprisingly effective on zero-shot transfer across languages, though the performance varies from language to language depending on the pivot language(s) used…

Computation and Language · Computer Science 2022-05-13 Kabir Ahuja , Shanu Kumar , Sandipan Dandapat , Monojit Choudhury

This work focuses on the use of acoustic cues for modeling turn-taking in dyadic spoken dialogues. Previous work has shown that speaker intentions (e.g., asking a question, uttering a backchannel, etc.) can influence turn-taking behavior…

Computation and Language · Computer Science 2018-05-18 Zakaria Aldeneh , Dimitrios Dimitriadis , Emily Mower Provost

Syntactic and pragmatic completeness is known to be important for turn-taking prediction, but so far machine learning models of turn-taking have used such linguistic information in a limited way. In this paper, we introduce TurnGPT, a…

Computation and Language · Computer Science 2020-12-10 Erik Ekstedt , Gabriel Skantze

Turn-level user satisfaction is one of the most important performance metrics for conversational agents. It can be used to monitor the agent's performance and provide insights about defective user experiences. Moreover, a powerful…

Machine Learning · Computer Science 2021-04-13 Mohammad Kachuee , Hao Yuan , Young-Bum Kim , Sungjin Lee

Turn-taking is a crucial aspect of human-robot interaction, directly influencing conversational fluidity and user engagement. While previous research has explored turn-taking models in controlled environments, their robustness in real-world…

Robotics · Computer Science 2025-07-15 Koji Inoue , Yuki Okafuji , Jun Baba , Yoshiki Ohira , Katsuya Hyodo , Tatsuya Kawahara

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

Fluid turn-taking remains a key challenge in human-robot interaction. Self-supervised speech representations (S3Rs) have driven many advances, but it remains unclear whether S3R-based turn-taking models rely on prosodic cues, lexical cues…

Computation and Language · Computer Science 2026-01-21 Sam OConnor Russell , Delphine Charuau , Naomi Harte

Understanding why certain individuals work well (or poorly) together as a team is a key research focus in the psychological and behavioral sciences and a fundamental problem for team-based organizations. Nevertheless, we have a limited…

Social and Information Networks · Computer Science 2023-01-11 Lisa O'Bryan , Santiago Segarra , Jensine Paoletti , Stephanie Zajac , Margaret E. Beier , Ashutosh Sabharwal , Matthew Wettergreen , Eduardo Salas

Speech-to-speech models handle turn-taking naturally but offer limited support for tool-calling or complex reasoning, while production ASR-LLM-TTS voice pipelines offer these capabilities but rely on silence timeouts, which lead to…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-10 Shangeth Rajaa

Building an intelligent dialogue system with the ability to select a proper response according to a multi-turn context is a great challenging task. Existing studies focus on building a context-response matching model with various neural…

Computation and Language · Computer Science 2020-09-15 Ruijian Xu , Chongyang Tao , Daxin Jiang , Xueliang Zhao , Dongyan Zhao , Rui Yan

In recent years, world business in online discussions and opinion sharing on social media is booming. Re-entry prediction task is thus proposed to help people keep track of the discussions which they wish to continue. Nevertheless, existing…

Computation and Language · Computer Science 2021-09-07 Lingzhi Wang , Xingshan Zeng , Huang Hu , Kam-Fai Wong , Daxin Jiang
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