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Audio-driven human video generation has achieved remarkable success in monologue scenarios, largely driven by advancements in powerful video generation foundation models. Moving beyond monologues, authentic human communication is inherently…

Artificial Intelligence · Computer Science 2026-04-14 Yuzhe Weng , Haotian Wang , Xinyi Yu , Xiaoyan Wu , Haoran Xu , Shan He , Jun Du

Recent advancements in video generation have achieved impressive motion realism, yet they often overlook character-driven storytelling, a crucial task for automated film, animation generation. We introduce Talking Characters, a more…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Cong Wei , Bo Sun , Haoyu Ma , Ji Hou , Felix Juefei-Xu , Zecheng He , Xiaoliang Dai , Luxin Zhang , Kunpeng Li , Tingbo Hou , Animesh Sinha , Peter Vajda , Wenhu Chen

Conversational Speech Synthesis (CSS) aims to effectively take the multimodal dialogue history (MDH) to generate speech with appropriate conversational prosody for target utterance. The key challenge of CSS is to model the interaction…

Computation and Language · Computer Science 2024-12-30 Zhenqi Jia , Rui Liu

We introduce Metis, a foundation model for unified speech generation. Unlike previous task-specific or multi-task models, Metis follows a pre-training and fine-tuning paradigm. It is pre-trained on large-scale unlabeled speech data using…

Sound · Computer Science 2025-02-06 Yuancheng Wang , Jiachen Zheng , Junan Zhang , Xueyao Zhang , Huan Liao , Zhizheng Wu

We present FastPitch, a fully-parallel text-to-speech model based on FastSpeech, conditioned on fundamental frequency contours. The model predicts pitch contours during inference. By altering these predictions, the generated speech can be…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-17 Adrian Łańcucki

Recent advancements in large language models (LLMs) and multimodal speech-text models have laid the groundwork for seamless voice interactions, enabling real-time, natural, and human-like conversations. Previous models for voice…

This paper introduces a cross-lingual dubbing system that translates speech from one language to another while preserving key characteristics such as duration, speaker identity, and speaking speed. Despite the strong translation quality of…

Computation and Language · Computer Science 2025-12-30 Jeongsoo Choi , Jaehun Kim , Joon Son Chung

Large Language Models (LLMs) have revolutionized natural language processing, but their application to speech-based tasks remains challenging due to the complexities of integrating audio and text modalities. This paper introduces Ichigo, a…

Computation and Language · Computer Science 2025-04-07 Alan Dao , Dinh Bach Vu , Huy Hoang Ha

In this paper, a novel approach is proposed to automatically construct parallel discourse corpus for dialogue machine translation. Firstly, the parallel subtitle data and its corresponding monolingual movie script data are crawled and…

Computation and Language · Computer Science 2016-05-24 Longyue Wang , Xiaojun Zhang , Zhaopeng Tu , Andy Way , Qun Liu

End-to-end Large Speech Language Models (LSLMs) have demonstrated impressive conversational generation abilities, yet consistently fall short of traditional pipeline systems on semantic understanding benchmarks. In this work, we reveal…

Computation and Language · Computer Science 2025-10-15 Bajian Xiang , Shuaijiang Zhao , Tingwei Guo , Wei Zou

As large language models (LLMs) increasingly permeate daily lives, there is a growing demand for real-time interactions that mirror human conversations. Traditional turn-based chat systems driven by LLMs prevent users from verbally…

Computation and Language · Computer Science 2026-01-14 Xinrong Zhang , Yingfa Chen , Shengding Hu , Xu Han , Zihang Xu , Yuanwei Xu , Weilin Zhao , Maosong Sun , Zhiyuan Liu

With the growing requirement for natural human-computer interaction, speech-based systems receive increasing attention as speech is one of the most common forms of daily communication. However, the existing speech models still experience…

Computation and Language · Computer Science 2025-10-22 Zuwei Long , Yunhang Shen , Chaoyou Fu , Heting Gao , Lijiang Li , Peixian Chen , Mengdan Zhang , Hang Shao , Jian Li , Jinlong Peng , Haoyu Cao , Ke Li , Rongrong Ji , Xing Sun

Human conversation involves language, speech, and visual cues, with each medium providing complementary information. For instance, speech conveys a vibe or tone not fully captured by text alone. While multimodal LLMs focus on generating…

Human-Computer Interaction · Computer Science 2025-09-19 Taesoo Kim , Yongsik Jo , Hyunmin Song , Taehwan Kim

Speaker independent continuous speech separation (SI-CSS) is a task of converting a continuous audio stream, which may contain overlapping voices of unknown speakers, into a fixed number of continuous signals each of which contains no…

Audio and Speech Processing · Electrical Eng. & Systems 2019-04-16 Takuya Yoshioka , Zhuo Chen , Changliang Liu , Xiong Xiao , Hakan Erdogan , Dimitrios Dimitriadis

Existing speech recognition systems are typically built at the sentence level, although it is known that dialog context, e.g. higher-level knowledge that spans across sentences or speakers, can help the processing of long conversations. The…

Computation and Language · Computer Science 2018-08-08 Suyoun Kim , Florian Metze

Voice design from natural language aims to generate speaker timbres directly from free-form textual descriptions, allowing users to create voices tailored to specific roles, personalities, and emotions. Such controllable voice creation…

This technical report presents MOSS-TTS, a speech generation foundation model built on a scalable recipe: discrete audio tokens, autoregressive modeling, and large-scale pretraining. Built on MOSS-Audio-Tokenizer, a causal Transformer…

Conversational scenarios are very common in real-world settings, yet existing co-speech motion synthesis approaches often fall short in these contexts, where one person's audio and gestures will influence the other's responses.…

Sound · Computer Science 2024-12-04 Mingyi Shi , Dafei Qin , Leo Ho , Zhouyingcheng Liao , Yinghao Huang , Junichi Yamagishi , Taku Komura

Recent end-to-end spoken dialogue models enable natural interaction. However, as user demands become increasingly complex, models that rely solely on conversational abilities often struggle to cope. Incorporating agentic capabilities is…

Sound · Computer Science 2026-04-20 Tianle Liang , Yifu Chen , Shengpeng Ji , Yijun Chen , Zhiyang Jia , Jingyu Lu , Fan Zhuo , Xueyi Pu , Yangzhuo Li , Zhou Zhao

The goal of this work is to simultaneously generate natural talking faces and speech outputs from text. We achieve this by integrating Talking Face Generation (TFG) and Text-to-Speech (TTS) systems into a unified framework. We address the…

Computer Vision and Pattern Recognition · Computer Science 2024-05-17 Youngjoon Jang , Ji-Hoon Kim , Junseok Ahn , Doyeop Kwak , Hong-Sun Yang , Yoon-Cheol Ju , Il-Hwan Kim , Byeong-Yeol Kim , Joon Son Chung