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This paper describes CMU's submission to the IWSLT 2024 Simultaneous Speech Translation (SST) task for translating English speech to German text in a streaming manner. Our end-to-end speech-to-text (ST) system integrates the WavLM speech…

计算与语言 · 计算机科学 2024-08-15 Xi Xu , Siqi Ouyang , Brian Yan , Patrick Fernandes , William Chen , Lei Li , Graham Neubig , Shinji Watanabe

Many existing speech translation benchmarks focus on native-English speech in high-quality recording conditions, which often do not match the conditions in real-life use-cases. In this paper, we describe our speech translation system for…

This paper describes the submission of our end-to-end YiTrans speech translation system for the IWSLT 2022 offline task, which translates from English audio to German, Chinese, and Japanese. The YiTrans system is built on large-scale…

计算与语言 · 计算机科学 2022-06-15 Ziqiang Zhang , Junyi Ao , Long Zhou , Shujie Liu , Furu Wei , Jinyu Li

This paper describes the submission to the IWSLT 2021 offline speech translation task by the UPC Machine Translation group. The task consists of building a system capable of translating English audio recordings extracted from TED talks into…

计算与语言 · 计算机科学 2021-06-29 Gerard I. Gállego , Ioannis Tsiamas , Carlos Escolano , José A. R. Fonollosa , Marta R. Costa-jussà

This paper describes USTC-NELSLIP's submissions to the IWSLT2021 Simultaneous Speech Translation task. We proposed a novel simultaneous translation model, Cross Attention Augmented Transducer (CAAT), which extends conventional RNN-T to…

计算与语言 · 计算机科学 2021-07-12 Dan Liu , Mengge Du , Xiaoxi Li , Yuchen Hu , Lirong Dai

This paper presents a newly developed, simultaneous neural speech-to-speech translation system and its evaluation. The system consists of three fully-incremental neural processing modules for automatic speech recognition (ASR), machine…

计算与语言 · 计算机科学 2020-11-12 Katsuhito Sudoh , Takatomo Kano , Sashi Novitasari , Tomoya Yanagita , Sakriani Sakti , Satoshi Nakamura

This paper describes the NPU-MSXF system for the IWSLT 2023 speech-to-speech translation (S2ST) task which aims to translate from English speech of multi-source to Chinese speech. The system is built in a cascaded manner consisting of…

声音 · 计算机科学 2023-07-11 Kun Song , Yi lei , Peikun Chen , Yiqing Cao , Kun Wei , Yongmao Zhang , Lei Xie , Ning Jiang , Guoqing Zhao

This paper describes Charles University submission to the Simultaneous Speech Translation Task of the IWSLT 2025. We cover all four language pairs with a direct or cascade approach. The backbone of our systems is the offline Whisper speech…

计算与语言 · 计算机科学 2025-06-23 Dominik Macháček , Peter Polák

This paper describes the FBK's participation in the Simultaneous Translation Evaluation Campaign at IWSLT 2024. For this year's submission in the speech-to-text translation (ST) sub-track, we propose SimulSeamless, which is realized by…

计算与语言 · 计算机科学 2024-06-21 Sara Papi , Marco Gaido , Matteo Negri , Luisa Bentivogli

This paper describes the systems submitted to IWSLT 2021 by the Volctrans team. We participate in the offline speech translation and text-to-text simultaneous translation tracks. For offline speech translation, our best end-to-end model…

计算与语言 · 计算机科学 2021-07-01 Chengqi Zhao , Zhicheng Liu , Jian Tong , Tao Wang , Mingxuan Wang , Rong Ye , Qianqian Dong , Jun Cao , Lei Li

It has been known that direct speech-to-speech translation (S2ST) models usually suffer from the data scarcity issue because of the limited existing parallel materials for both source and target speech. Therefore to train a direct S2ST…

声音 · 计算机科学 2023-04-11 Jiatong Shi , Yun Tang , Ann Lee , Hirofumi Inaguma , Changhan Wang , Juan Pino , Shinji Watanabe

The paper describes BUT's English to German offline speech translation(ST) systems developed for IWSLT2021. They are based on jointly trained Automatic Speech Recognition-Machine Translation models. Their performances is evaluated on…

计算与语言 · 计算机科学 2021-07-14 Hari Krishna Vydana , Martin Karafi'at , Luk'as Burget , "Honza" Cernock'y

Recently proposed two-pass direct speech-to-speech translation (S2ST) models decompose the task into speech-to-text translation (S2TT) and text-to-speech (TTS) within an end-to-end model, yielding promising results. However, the training of…

计算与语言 · 计算机科学 2024-06-12 Qingkai Fang , Shaolei Zhang , Zhengrui Ma , Min Zhang , Yang Feng

Simultaneous text translation and end-to-end speech translation have recently made great progress but little work has combined these tasks together. We investigate how to adapt simultaneous text translation methods such as wait-k and…

计算与语言 · 计算机科学 2020-11-05 Xutai Ma , Juan Pino , Philipp Koehn

This paper presents CMU's submission to the IWSLT 2025 Simultaneous Speech Translation (SST) task for translating unsegmented English speech into Chinese and German text in a streaming manner. Our end-to-end speech-to-text system integrates…

计算与语言 · 计算机科学 2025-06-17 Siqi Ouyang , Xi Xu , Lei Li

In this paper, we describe our end-to-end multilingual speech translation system submitted to the IWSLT 2021 evaluation campaign on the Multilingual Speech Translation shared task. Our system is built by leveraging transfer learning across…

计算与语言 · 计算机科学 2021-08-17 Yun Tang , Hongyu Gong , Xian Li , Changhan Wang , Juan Pino , Holger Schwenk , Naman Goyal

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…

计算与语言 · 计算机科学 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…

计算与语言 · 计算机科学 2021-06-10 Xingshan Zeng , Liangyou Li , Qun Liu

This paper describes the submission of the UPC Machine Translation group to the IWSLT 2023 Offline Speech Translation task. Our Speech Translation systems utilize foundation models for speech (wav2vec 2.0) and text (mBART50). We incorporate…

计算与语言 · 计算机科学 2023-06-05 Ioannis Tsiamas , Gerard I. Gállego , José A. R. Fonollosa , Marta R. Costa-jussà

In this paper, we describe our submission to the Simultaneous Speech Translation at IWSLT 2022. We explore strategies to utilize an offline model in a simultaneous setting without the need to modify the original model. In our experiments,…

计算与语言 · 计算机科学 2022-05-12 Peter Polák , Ngoc-Quan Ngoc , Tuan-Nam Nguyen , Danni Liu , Carlos Mullov , Jan Niehues , Ondřej Bojar , Alexander Waibel
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