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This paper describes the ESPnet-ST group's IWSLT 2021 submission in the offline speech translation track. This year we made various efforts on training data, architecture, and audio segmentation. On the data side, we investigated…

Audio and Speech Processing · Electrical Eng. & Systems 2021-07-07 Hirofumi Inaguma , Brian Yan , Siddharth Dalmia , Pengcheng Guo , Jiatong Shi , Kevin Duh , Shinji Watanabe

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…

Computation and Language · Computer Science 2021-07-12 Dan Liu , Mengge Du , Xiaoxi Li , Yuchen Hu , Lirong Dai

Spoken language translation (SLT) is becoming more important in the increasingly globalized world, both from a social and economic point of view. It is one of the major challenges for automatic speech recognition (ASR) and machine…

Computation and Language · Computer Science 2015-11-25 Krzysztof Marasek , Łukasz Brocki , Danijel Korzinek , Krzysztof Wołk , Ryszard Gubrynowicz

This paper describes our work in participation of the IWSLT-2021 offline speech translation task. Our system was built in a cascade form, including a speaker diarization module, an Automatic Speech Recognition (ASR) module and a Machine…

Computation and Language · Computer Science 2021-08-10 Minghan Wang , Yuxia Wang , Chang Su , Jiaxin Guo , Yingtao Zhang , Yujia Liu , Min Zhang , Shimin Tao , Xingshan Zeng , Liangyou Li , Hao Yang , Ying Qin

This paper describes the cascaded multimodal speech translation systems developed by Imperial College London for the IWSLT 2019 evaluation campaign. The architecture consists of an automatic speech recognition (ASR) system followed by a…

Computation and Language · Computer Science 2019-11-12 Zixiu Wu , Ozan Caglayan , Julia Ive , Josiah Wang , Lucia Specia

This paper describes the ON-TRAC Consortium translation systems developed for two challenge tracks featured in the Evaluation Campaign of IWSLT 2022: low-resource and dialect speech translation. For the Tunisian Arabic-English dataset…

This paper is an ELITR system submission for the non-native speech translation task at IWSLT 2020. We describe systems for offline ASR, real-time ASR, and our cascaded approach to offline SLT and real-time SLT. We select our primary…

Neural Chat Translation (NCT) aims to translate conversational text into different languages. Existing methods mainly focus on modeling the bilingual dialogue characteristics (e.g., coherence) to improve chat translation via multi-task…

Computation and Language · Computer Science 2022-05-11 Yunlong Liang , Fandong Meng , Jinan Xu , Yufeng Chen , Jie Zhou

This paper describes the University of Sydney& JD's joint submission of the IWSLT 2021 low resource speech translation task. We participated in the Swahili-English direction and got the best scareBLEU (25.3) score among all the…

Computation and Language · Computer Science 2021-07-27 Liang Ding , Di Wu , Dacheng Tao

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

This paper describes the ON-TRAC Consortium translation systems developed for two challenge tracks featured in the Evaluation Campaign of IWSLT 2020, offline speech translation and simultaneous speech translation. ON-TRAC Consortium is…

This paper describes the system submitted to the IWSLT 2021 Multilingual Speech Translation (MultiST) task from Huawei Noah's Ark Lab. We use a unified transformer architecture for our MultiST model, so that the data from different…

Computation and Language · Computer Science 2021-06-23 Xingshan Zeng , Liangyou Li , Qun Liu

Preserving a speaker's voice identity while generating speech in a different language remains a fundamental challenge in spoken language technology, particularly in specialized domains such as scientific communication. In this paper, we…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-30 Amanuel Gizachew Abebe , Yasmin Moslem

Nowadays, training end-to-end neural models for spoken language translation (SLT) still has to confront with extreme data scarcity conditions. The existing SLT parallel corpora are indeed orders of magnitude smaller than those available for…

Computation and Language · Computer Science 2019-10-09 Mattia Antonino Di Gangi , Matteo Negri , Marco Turchi

Multimodal Large Language Models (MLLMs) have achieved notable success in enhancing translation performance by integrating multimodal information. However, existing research primarily focuses on image-guided methods, whose applicability is…

Computation and Language · Computer Science 2026-03-04 Yexing Du , Youcheng Pan , Zekun Wang , Zheng Chu , Yichong Huang , Kaiyuan Liu , Bo Yang , Yang Xiang , Ming Liu , Bing Qin

We present a new task, speech dialogue translation mediating speakers of different languages. We construct the SpeechBSD dataset for the task and conduct baseline experiments. Furthermore, we consider context to be an important aspect that…

Computation and Language · Computer Science 2023-05-23 Shuichiro Shimizu , Chenhui Chu , Sheng Li , Sadao Kurohashi

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…

Computation and Language · Computer Science 2025-06-17 Siqi Ouyang , Xi Xu , Lei Li

Multimodal Large Language Models (MLLMs) have achieved great success in Speech-to-Text Translation (S2TT) tasks. However, current research is constrained by two key challenges: language coverage and efficiency. Most of the popular S2TT…

Computation and Language · Computer Science 2026-04-14 Yexing Du , Kaiyuan Liu , Youcheng Pan , Bo Yang , Keqi Deng , Xie Chen , Yang Xiang , Ming Liu , Bing Qin , YaoWei Wang

To participate in the Isometric Spoken Language Translation Task of the IWSLT 2022 evaluation, constrained condition, AppTek developed neural Transformer-based systems for English-to-German with various mechanisms of length control, ranging…

Computation and Language · Computer Science 2022-05-13 Patrick Wilken , Evgeny Matusov

This paper describes the USTC-NEL system to the speech translation task of the IWSLT Evaluation 2018. The system is a conventional pipeline system which contains 3 modules: speech recognition, post-processing and machine translation. We…

Computation and Language · Computer Science 2018-12-10 Dan Liu , Junhua Liu , Wu Guo , Shifu Xiong , Zhiqiang Ma , Rui Song , Chongliang Wu , Quan Liu