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End-to-end speech translation (ST), which translates source language speech directly into target language text, has garnered significant attention in recent years. Many ST applications require strict length control to ensure that the…

Computation and Language · Computer Science 2024-11-13 Midia Yousefi , Yao Qian , Junkun Chen , Gang Wang , Yanqing Liu , Dongmei Wang , Xiaofei Wang , Jian Xue

While recent text to speech (TTS) models perform very well in synthesizing reading-style (e.g., audiobook) speech, it is still challenging to synthesize spontaneous-style speech (e.g., podcast or conversation), mainly because of two…

Sound · Computer Science 2021-07-07 Yuzi Yan , Xu Tan , Bohan Li , Guangyan Zhang , Tao Qin , Sheng Zhao , Yuan Shen , Wei-Qiang Zhang , Tie-Yan Liu

Recent multi-modal Large Language Models (LLMs) such as GPT-4o have demonstrated strong capabilities of direct speech interaction. However, the lack of specialized and comprehensive benchmarks for end-to-end speech LLM evaluation hinders…

Computation and Language · Computer Science 2025-09-29 Linhao Zhang , Jian Zhang , Bokai Lei , Chuhan Wu , Aiwei Liu , Wei Jia , Xiao Zhou

Using end-to-end models for speech translation (ST) has increasingly been the focus of the ST community. These models condense the previously cascaded systems by directly converting sound waves into translated text. However, cascaded models…

Computation and Language · Computer Science 2021-01-25 Orion Weller , Matthias Sperber , Christian Gollan , Joris Kluivers

End-to-end approaches for sequence tasks are becoming increasingly popular. Yet for complex sequence tasks, like speech translation, systems that cascade several models trained on sub-tasks have shown to be superior, suggesting that the…

Computation and Language · Computer Science 2021-05-04 Siddharth Dalmia , Brian Yan , Vikas Raunak , Florian Metze , Shinji Watanabe

In this work, we extend ClariNet (Ping et al., 2019), a fully end-to-end speech synthesis model (i.e., text-to-wave), to generate high-fidelity speech from multiple speakers. To model the unique characteristic of different voices, low…

Computation and Language · Computer Science 2019-07-11 Jihyun Park , Kexin Zhao , Kainan Peng , Wei Ping

Speech-to-speech translation directly translates a speech utterance to another between different languages, and has great potential in tasks such as simultaneous interpretation. State-of-art models usually contains an auxiliary module for…

Computation and Language · Computer Science 2022-12-13 Junhui Zhang , Junjie Pan , Xiang Yin , Zejun Ma

Speech-to-Text Translation (S2TT) has typically been addressed with cascade systems, where speech recognition systems generate a transcription that is subsequently passed to a translation model. While there has been a growing interest in…

Computation and Language · Computer Science 2024-02-02 Giulio Zhou , Tsz Kin Lam , Alexandra Birch , Barry Haddow

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

Accent plays a significant role in speech communication, influencing one's capability to understand as well as conveying a person's identity. This paper introduces a novel and efficient framework for accented Text-to-Speech (TTS) synthesis…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-01 Jan Melechovsky , Ambuj Mehrish , Berrak Sisman , Dorien Herremans

Adding an emotions using prosody manipulation method for Indonesian text to speech system. Text To Speech (TTS) is a system that can convert text in one language into speech, accordance with the reading of the text in the language used. The…

Sound · Computer Science 2016-06-30 Salita Ulitia Prini , Ary Setijadi Prihatmanto

Whispering is an important mode of human speech, but no end-to-end recognition results for it were reported yet, probably due to the scarcity of available whispered speech data. In this paper, we present several approaches for end-to-end…

Computation and Language · Computer Science 2020-11-10 Heng-Jui Chang , Alexander H. Liu , Hung-yi Lee , Lin-shan Lee

Speech-driven 3D facial animation aims to generate realistic and expressive facial motions directly from audio. While recent methods achieve high-quality lip synchronization, they often rely on discrete emotion categories, limiting…

Multimedia · Computer Science 2026-01-16 Diqiong Jiang , Kai Zhu , Dan Song , Jian Chang , Chenglizhao Chen , Zhenyu Wu

Recent advancements in generative speech models based on audio-text prompts have enabled remarkable innovations like high-quality zero-shot text-to-speech. However, existing models still face limitations in handling diverse audio-text…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-27 Xiaofei Wang , Manthan Thakker , Zhuo Chen , Naoyuki Kanda , Sefik Emre Eskimez , Sanyuan Chen , Min Tang , Shujie Liu , Jinyu Li , Takuya Yoshioka

In this paper, we propose a novel end-to-end sequence-to-sequence spoken language understanding model using an attention mechanism. It reliably selects contextual acoustic features in order to hypothesize semantic contents. An initial…

Computation and Language · Computer Science 2021-05-20 Valentin Pelloin , Nathalie Camelin , Antoine Laurent , Renato De Mori , Antoine Caubrière , Yannick Estève , Sylvain Meignier

Zero-shot Text-to-Speech (TTS) has recently advanced significantly, enabling models to synthesize speech from text using short, limited-context prompts. These prompts serve as voice exemplars, allowing the model to mimic speaker identity,…

Sound · Computer Science 2025-10-06 Hieu-Nghia Huynh-Nguyen , Huynh Nguyen Dang , Ngoc-Son Nguyen , Van Nguyen

Speech recognition applications cover a range of different audio and text distributions, with different speaking styles, background noise, transcription punctuation and character casing. However, many speech recognition systems require…

Computation and Language · Computer Science 2022-10-25 Sanchit Gandhi , Patrick von Platen , Alexander M. Rush

In response to the increasing interest in human--machine communication across various domains, this paper introduces a novel approach called iPhonMatchNet, which addresses the challenge of barge-in scenarios, wherein user speech overlaps…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-15 Yong-Hyeok Lee , Namhyun Cho

The exponential growth of short-video content has ignited a surge in the necessity for efficient, automated solutions to video editing, with challenges arising from the need to understand videos and tailor the editing according to user…

Computer Vision and Pattern Recognition · Computer Science 2025-01-13 Dabing Cheng , Haosen Zhan , Xingchen Zhao , Guisheng Liu , Zemin Li , Jinghui Xie , Zhao Song , Weiguo Feng , Bingyue Peng

The rapid advancement of large language models (LLMs) has significantly propelled the development of text-based chatbots, demonstrating their capability to engage in coherent and contextually relevant dialogues. However, extending these…

Computation and Language · Computer Science 2024-08-23 Yinghao Aaron Li , Xilin Jiang , Jordan Darefsky , Ge Zhu , Nima Mesgarani
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