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This paper describes the Volctrans' submission to the WMT21 news translation shared task for German->English translation. We build a parallel (i.e., non-autoregressive) translation system using the Glancing Transformer, which enables fast…

Computation and Language · Computer Science 2021-09-27 Lihua Qian , Yi Zhou , Zaixiang Zheng , Yaoming Zhu , Zehui Lin , Jiangtao Feng , Shanbo Cheng , Lei Li , Mingxuan Wang , Hao Zhou

Simultaneous speech-to-text translation (SimulST) translates source-language speech into target-language text concurrently with the speaker's speech, ensuring low latency for better user comprehension. Despite its intended application to…

Computation and Language · Computer Science 2024-12-25 Sara Papi , Peter Polak , Ondřej Bojar , Dominik Macháček

Blockwise self-attentional encoder models have recently emerged as one promising end-to-end approach to simultaneous speech translation. These models employ a blockwise beam search with hypothesis reliability scoring to determine when to…

Computation and Language · Computer Science 2023-09-21 Peter Polák , Brian Yan , Shinji Watanabe , Alex Waibel , Ondřej Bojar

How to find proper moments to generate partial sentence translation given a streaming speech input? Existing approaches waiting-and-translating for a fixed duration often break the acoustic units in speech, since the boundaries between…

Computation and Language · Computer Science 2022-03-23 Qianqian Dong , Yaoming Zhu , Mingxuan Wang , Lei Li

Streaming Speech-to-Text Translation (StreamST) requires producing translations concurrently with incoming speech, imposing strict latency constraints and demanding models that balance partial-information decision-making with high…

Computation and Language · Computer Science 2025-12-22 Marco Gaido , Sara Papi , Mauro Cettolo , Matteo Negri , Luisa Bentivogli

Sign language translation as a kind of technology with profound social significance has attracted growing researchers' interest in recent years. However, the existing sign language translation methods need to read all the videos before…

Computer Vision and Pattern Recognition · Computer Science 2021-12-09 Aoxiong Yin , Zhou Zhao , Jinglin Liu , Weike Jin , Meng Zhang , Xingshan Zeng , Xiaofei He

This paper presents KIT's submissions to the IWSLT 2025 low-resource track. We develop both cascaded systems, consisting of Automatic Speech Recognition (ASR) and Machine Translation (MT) models, and end-to-end (E2E) Speech Translation (ST)…

Computation and Language · Computer Science 2026-01-29 Zhaolin Li , Yining Liu , Danni Liu , Tuan Nam Nguyen , Enes Yavuz Ugan , Tu Anh Dinh , Carlos Mullov , Alexander Waibel , Jan Niehues

Conventional spoken language translation (SLT) systems are pipeline based systems, where we have an Automatic Speech Recognition (ASR) system to convert the modality of source from speech to text and a Machine Translation (MT) systems to…

Simultaneous speech translation (SST) outputs translations in parallel with streaming speech input, balancing translation quality and latency. While large language models (LLMs) have been extended to handle the speech modality, streaming…

Computation and Language · Computer Science 2025-04-23 Keqi Deng , Wenxi Chen , Xie Chen , Philip C. Woodland

The University of Sheffield (USFD) participated in the International Workshop for Spoken Language Translation (IWSLT) in 2014. In this paper, we will introduce the USFD SLT system for IWSLT. Automatic speech recognition (ASR) is achieved by…

Computation and Language · Computer Science 2015-09-22 Raymond W. M. Ng , Mortaza Doulaty , Rama Doddipatla , Wilker Aziz , Kashif Shah , Oscar Saz , Madina Hasan , Ghada AlHarbi , Lucia Specia , Thomas Hain

User studies have shown that reducing the latency of our simultaneous lecture translation system should be the most important goal. We therefore have worked on several techniques for reducing the latency for both components, the automatic…

Audio and Speech Processing · Electrical Eng. & Systems 2020-03-24 Thai Son Nguyen , Jan Niehues , Eunah Cho , Thanh-Le Ha , Kevin Kilgour , Markus Muller , Matthias Sperber , Sebastian Stueker , Alex Waibel

This paper discusses the construction, fine-tuning, and deployment of BeaverTalk, a cascaded system for speech-to-text translation as part of the IWSLT 2025 simultaneous translation task. The system architecture employs a VAD segmenter for…

Computation and Language · Computer Science 2025-06-02 Matthew Raffel , Victor Agostinelli , Lizhong Chen

We introduces LLaST, a framework for building high-performance Large Language model based Speech-to-text Translation systems. We address the limitations of end-to-end speech translation(E2E ST) models by exploring model architecture design…

Computation and Language · Computer Science 2024-07-23 Xi Chen , Songyang Zhang , Qibing Bai , Kai Chen , Satoshi Nakamura

End-to-end simultaneous speech translation (SST), which directly translates speech in one language into text in another language in real-time, is useful in many scenarios but has not been fully investigated. In this work, we propose…

Computation and Language · Computer Science 2021-06-10 Xingshan Zeng , Liangyou Li , Qun Liu

Simultaneous translation on both text and speech focuses on a real-time and low-latency scenario where the model starts translating before reading the complete source input. Evaluating simultaneous translation models is more complex than…

Computation and Language · Computer Science 2020-08-03 Xutai Ma , Mohammad Javad Dousti , Changhan Wang , Jiatao Gu , Juan Pino

In this paper, we describe the systems developed by the SJTU X-LANCE team for LIMMITS 2023 Challenge, and we mainly focus on the winning system on naturalness for track 1. The aim of this challenge is to build a multi-speaker multi-lingual…

Sound · Computer Science 2024-11-12 Chenpeng Du , Yiwei Guo , Feiyu Shen , Kai Yu

This paper describes the ON-TRAC Consortium translation systems developed for the end-to-end model task of IWSLT Evaluation 2019 for the English-to-Portuguese language pair. ON-TRAC Consortium is composed of researchers from three French…

This paper presents the IT-IST submission to the IWSLT 2025 Shared Task on Instruction Following Speech Processing. We submit results for the Short Track, i.e., speech recognition, translation, and spoken question answering. Our model is a…

Computation and Language · Computer Science 2025-06-23 Giuseppe Attanasio , Sonal Sannigrahi , Ben Peters , André F. T. Martins

Simultaneous speech translation (SimulST) systems must balance translation quality with response time, making latency measurement crucial for evaluating their real-world performance. However, there has been a longstanding belief that…

Computation and Language · Computer Science 2024-10-22 Xi Xu , Wenda Xu , Siqi Ouyang , Lei Li

Simultaneous speech-to-speech translation (S2ST) holds the promise of breaking down communication barriers and enabling fluid conversations across languages. However, achieving accurate, real-time translation through mobile devices remains…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-05 Alex Agranovich , Eliya Nachmani , Oleg Rybakov , Yifan Ding , Ye Jia , Nadav Bar , Heiga Zen , Michelle Tadmor Ramanovich