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This article presents the design and the implementation of a cloud system for knowledge-based autonomous interaction devised for Social Robots and other conversational agents. The system is particularly convenient for low-cost robots and…

Robotics · Computer Science 2023-03-17 Lucrezia Grassi , Carmine Tommaso Recchiuto , Antonio Sgorbissa

Evaluating Retrieval-Augmented Generation (RAG) systems using static multi-turn datasets fails to capture the dynamic nature of real-world dialogues. Existing evaluation methods rely on predefined datasets, which restrict them to static,…

Information Retrieval · Computer Science 2026-04-21 Lorenz Brehme , Benedikt Dornauer , Jan-Henrik Böttcher , Klaus Schmid , Mircea-Cristian Racasan , Ruth Breu

Conversational assistants are increasingly popular across diverse real-world applications, highlighting the need for advanced multimodal speech modeling. Speech, as a natural mode of communication, encodes rich user-specific characteristics…

Computation and Language · Computer Science 2024-12-23 Maximillian Chen , Ruoxi Sun , Sercan Ö. Arık

In this work, we define barge-in verification as a supervised learning task where audio-only information is used to classify user spoken dialogue into true and false barge-ins. Following the success of pre-trained models, we use low-level…

Computation and Language · Computer Science 2022-11-28 Dhanush Bekal , Sundararajan Srinivasan , Sravan Bodapati , Srikanth Ronanki , Katrin Kirchhoff

With the significant progress of speech technologies, spoken goal-oriented dialogue systems are becoming increasingly popular. One of the main modules of a dialogue system is typically the dialogue policy, which is responsible for…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-18 Daniel Roncel , Federico Costa , Javier Hernando

We introduce Full-Duplex-Bench-v3 (FDB-v3), a benchmark for evaluating spoken language models under naturalistic speech conditions and multi-step tool use. Unlike prior work, our dataset consists entirely of real human audio annotated for…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-07 Guan-Ting Lin , Chen Chen , Zhehuai Chen , Hung-yi Lee

We tackle the challenging task of generating complete 3D facial animations for two interacting, co-located participants from a mixed audio stream. While existing methods often produce disembodied "talking heads" akin to a video conference…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Mengyi Shan , Shouchieh Chang , Ziqian Bai , Shichen Liu , Yinda Zhang , Luchuan Song , Rohit Pandey , Sean Fanello , Zeng Huang

The goal of building intelligent dialogue systems has largely been separately pursued under two motives: task-oriented dialogue (TOD) systems, and open-domain systems for chit-chat (CC). Although previous TOD dialogue systems work well in…

Computation and Language · Computer Science 2022-05-13 Changhong Yu , Chunhong Zhang , Qi Sun

Speech-to-speech language models have recently emerged to enhance the naturalness of conversational AI. In particular, full-duplex models are distinguished by their real-time interactivity, including handling of pauses, interruptions, and…

Computation and Language · Computer Science 2026-05-13 Chung-Ming Chien , Manu Orsini , Eugene Kharitonov , Neil Zeghidour , Karen Livescu , Alexandre Défossez

Achieving natural full-duplex interaction in spoken dialogue systems (SDS) remains a challenge due to the difficulty of accurately detecting user interruptions. Current solutions are polarized between "trigger-happy" VAD-based methods that…

Sound · Computer Science 2026-03-26 Kangxiang Xia , Bingshen Mu , Xian Shi , Jin Xu , Lei Xie

End-to-end task-oriented dialogue (TOD) systems have achieved promising performance by leveraging sophisticated natural language understanding and natural language generation capabilities of pre-trained models. This work enables the TOD…

Computation and Language · Computer Science 2023-08-17 Jianguo Zhang , Stephen Roller , Kun Qian , Zhiwei Liu , Rui Meng , Shelby Heinecke , Huan Wang , Silvio Savarese , Caiming Xiong

The objective of this paper is to jointly synthesize interactive videos and conversational speech from text and reference images. With the ultimate goal of building human-like conversational systems, recent studies have explored talking or…

Computer Vision and Pattern Recognition · Computer Science 2025-12-24 Ji-Hoon Kim , Junseok Ahn , Doyeop Kwak , Joon Son Chung , Shinji Watanabe

Voice design from natural language descriptions is emerging as a new task in text-to-speech multimodal generation, aiming to synthesize speech with target timbre and speaking style without relying on reference audio. However, existing…

Sound · Computer Science 2026-04-10 Xiaosu Su , Zihan Sun , Peilei Jia , Jun Gao

Real-time speech-to-speech (S2S) models excel at generating natural, low-latency conversational responses but often lack deep knowledge and semantic understanding. Conversely, cascaded systems combining automatic speech recognition, a…

Computation and Language · Computer Science 2026-05-26 So Kuroki , Yotaro Kubo , Takuya Akiba , Yujin Tang

Robust task-oriented spoken dialogue agents require exposure to the full diversity of how people interact through speech. Building spoken user simulators that address this requires large-scale spoken task-oriented dialogue (TOD) data…

Computation and Language · Computer Science 2026-03-18 Jonggeun Lee , Junseong Pyo , Jeongmin Park , Yohan Jo

This paper presents a novel open-domain dialogue generation model emphasizing the differentiation of speakers in multi-turn conversations. Differing from prior work that solely relies on the content of conversation history to generate a…

Computation and Language · Computer Science 2021-10-18 Zihao Wang , Ming Jiang , Junli Wang

Generating responsive listener head dynamics with nuanced emotions and expressive reactions is crucial for practical dialogue modeling in various virtual avatar animations. Previous studies mainly focus on the direct short-term production…

Computer Vision and Pattern Recognition · Computer Science 2025-05-08 Shiying Li , Xingqun Qi , Bingkun Yang , Chen Weile , Zezhao Tian , Muyi Sun , Qifeng Liu , Man Zhang , Zhenan Sun

Full-duplex spoken dialogue requires a model to keep listening while generating its own spoken response. This is challenging for large language models (LLMs), which are designed to extend a single coherent sequence and do not naturally…

Computation and Language · Computer Science 2026-05-12 Hui Lu , Xueyuan Chen , Huimeng Wang , Shuhai Peng , Shiyin Kang , Xixin Wu , Zhiyong Wu

There is a growing interest in developing goal-oriented dialog systems which serve users in accomplishing complex tasks through multi-turn conversations. Although many methods are devised to evaluate and improve the performance of…

Computation and Language · Computer Science 2020-05-18 Ryuichi Takanobu , Qi Zhu , Jinchao Li , Baolin Peng , Jianfeng Gao , Minlie Huang

This report details our submission to the CHiME-9 MCoRec Challenge on recognizing and clustering multiple concurrent natural conversations within indoor social settings. Unlike conventional meetings centered on a single shared topic, this…