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Accurate transcription and speaker diarization of child-adult spoken interactions are crucial for developmental and clinical research. However, manual annotation is time-consuming and challenging to scale. Existing automated systems…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-27 Anfeng Xu , Tiantian Feng , Somer Bishop , Catherine Lord , Shrikanth Narayanan

Direct speech translation describes a scenario where only speech inputs and corresponding translations are available. Such data are notoriously limited. We present a technique that allows cascades of automatic speech recognition (ASR) and…

Computation and Language · Computer Science 2023-06-12 Tsz Kin Lam , Shigehiko Schamoni , Stefan Riezler

While existing text-to-speech (TTS) models exhibit high expressiveness, fine-grained control over composite instructions remains challenging due to the structural mismatch between discrete textual intents and continuous acoustic…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Bin Kang , Shaoguo Wen , Yang Fan , Shunlong Wu , Junjie Wang , Yulin Li , Junzhi Zhao , Junle Wang , Zhuotao Tian

In this work, we upgrade FireRedTTS to a new version, FireRedTTS-1S, a high-quality streaming foundation text-to-speech system. FireRedTTS-1S achieves streaming speech generation via two steps: text-to-semantic decoding and…

Sound · Computer Science 2025-05-27 Hao-Han Guo , Yao Hu , Fei-Yu Shen , Xu Tang , Yi-Chen Wu , Feng-Long Xie , Kun Xie

Code-switching is a widespread practice among the world's multilingual majority, yet few benchmarks accurately reflect its complexity in everyday communication. We present PingPong, a benchmark for natural multi-party code-switching…

Visual reasoning is a special visual question answering problem that is multi-step and compositional by nature, and also requires intensive text-vision interactions. We propose CMM: Cascaded Mutual Modulation as a novel end-to-end visual…

Information Retrieval · Computer Science 2018-09-07 Yiqun Yao , Jiaming Xu , Feng Wang , Bo Xu

Unified multimodal models (UMMs) have achieved remarkable progress yet remain constrained by a single-turn interaction paradigm, effectively functioning as solvers for independent requests rather than assistants in continuous dialogue. To…

Computer Vision and Pattern Recognition · Computer Science 2026-02-09 Wenxun Dai , Zhiyuan Zhao , Yule Zhong , Yiji Cheng , Jianwei Zhang , Linqing Wang , Shiyi Zhang , Yunlong Lin , Runze He , Fellix Song , Wayne Zhuang , Yong Liu , Haoji Zhang , Yansong Tang , Qinglin Lu , Chunyu Wang

Human conversation involves continuous exchanges of speech and nonverbal cues such as head nods, gaze shifts, and facial expressions that convey attention and emotion. Modeling these bidirectional dynamics in 3D is essential for building…

Computer Vision and Pattern Recognition · Computer Science 2026-02-27 Junjie Chen , Fei Wang , Zhihao Huang , Qing Zhou , Kun Li , Dan Guo , Linfeng Zhang , Xun Yang

In the rapidly evolving landscape of human-robot collaboration, effective communication between humans and robots is crucial for complex task execution. Traditional request-response systems often lack naturalness and may hinder efficiency.…

Robotics · Computer Science 2024-09-12 Davide Ferrari , Filippo Alberi , Cristian Secchi

Generating natural-sounding, multi-speaker dialogue is crucial for applications such as podcast creation, virtual agents, and multimedia content generation. However, existing systems struggle to maintain speaker consistency, model…

In task-oriented dialogue (ToD), a user holds a conversation with an artificial agent to complete a concrete task. Although this technology represents one of the central objectives of AI and has been the focus of ever more intense research…

Computation and Language · Computer Science 2022-05-27 Evgeniia Razumovskaia , Goran Glavaš , Olga Majewska , Edoardo M. Ponti , Anna Korhonen , Ivan Vulić

Current methods of building LLMs with voice interaction capabilities rely heavily on explicit text autoregressive generation before or during speech response generation to maintain content quality, which unfortunately brings computational…

Emotional Support Conversation (ESConv) aims to reduce help-seekers'emotional distress with the supportive strategy and response. It is essential for the supporter to select an appropriate strategy with the feedback of the help-seeker…

Computation and Language · Computer Science 2023-02-08 Wei Peng , Ziyuan Qin , Yue Hu , Yuqiang Xie , Yunpeng Li

Text-to-Speech (TTS) models have advanced significantly, aiming to accurately replicate human speech's diversity, including unique speaker identities and linguistic nuances. Despite these advancements, achieving an optimal balance between…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-28 Jinhyeok Yang , Junhyeok Lee , Hyeong-Seok Choi , Seunghun Ji , Hyeongju Kim , Juheon Lee

As sharing images in an instant message is a crucial factor, there has been active research on learning an image-text multi-modal dialogue models. However, training a well-generalized multi-modal dialogue model remains challenging due to…

Computer Vision and Pattern Recognition · Computer Science 2024-04-01 Young-Jun Lee , Byungsoo Ko , Han-Gyu Kim , Jonghwan Hyeon , Ho-Jin Choi

While speech interaction finds widespread utility within the Extended Reality (XR) domain, conventional vocal speech keyword spotting systems continue to grapple with formidable challenges, including suboptimal performance in noisy…

Human-Computer Interaction · Computer Science 2024-01-29 Zhuojiang Cai , Yuhan Ma , Feng Lu

Existing goal-oriented dialogue datasets focus mainly on identifying slots and values. However, customer support interactions in reality often involve agents following multi-step procedures derived from explicitly-defined company policies…

Computation and Language · Computer Science 2021-04-05 Derek Chen , Howard Chen , Yi Yang , Alex Lin , Zhou Yu

Task-oriented dialogue (TOD) systems are experiencing a revolution driven by Large Language Models (LLMs), yet the evaluation methodologies for these systems remain insufficient for their growing sophistication. While traditional automatic…

Computation and Language · Computer Science 2025-07-17 Emre Can Acikgoz , Carl Guo , Suvodip Dey , Akul Datta , Takyoung Kim , Gokhan Tur , Dilek Hakkani-Tür

Human conversation is organized by an implicit chain of thought and manifests as temporally structured conversational behaviors. Capturing this perceptual pathway is critical for building natural full-duplex interactive systems. We propose…

Dialogue systems are increasingly integrated into mental health support to help clients facilitate exploration, gain insight, take action, and ultimately heal themselves. A practical and user-friendly dialogue system should be…

Computation and Language · Computer Science 2024-03-21 Huachuan Qiu , Anqi Li , Lizhi Ma , Zhenzhong Lan