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Multilingual Simultaneous Speech Translation ...
Abstract: Applications designed for simultaneous speech translation during events such as conferences or meetings need to balance quality and lag while displaying translated text to deliver a good user experience. One common approach to building online spoken language translation systems is by leveraging models built for offline speech translation. Based on a technique to adapt end-to-end monolingual models, we investigate multilingual models and different architectures (end-to-end and cascade) on the ability to perform online speech translation. On the multilingual TEDx corpus, we show that the approach generalizes to different architectures. We see similar gains in latency reduction (40% relative) across languages and architectures. However, the end-to-end architecture leads to smaller translation quality losses after adapting to the online model. Furthermore, the approach even scales to zero-shot directions. ... : Submitted to Interspeech 2022 ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Sound cs.SD
URL: https://arxiv.org/abs/2203.14835
https://dx.doi.org/10.48550/arxiv.2203.14835
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2
Tackling data scarcity in speech translation using zero-shot multilingual machine translation techniques ...
Dinh, Tu Anh; Liu, Danni; Niehues, Jan. - : arXiv, 2022
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3
LIMSI @ WMT’14 Medical Translation Task
Yvon, François; Do, Quoc Khanh; Lavergne, Thomas. - : Association for Computational Linguistics, 2022
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4
Maastricht University’s Multilingual Speech Translation System for IWSLT 2021
Liu, Danni; Niehues, Jan. - : Association for Computational Linguistics, 2022
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5
Findings of the IWSLT 2020 Evaluation campaign
Niehues, Jan; Federico, Marcello; Ma, Xutai. - : Association for Computational Linguistics, 2022
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6
Toward Multilingual Neural Machine Translation with Universal Encoder and Decoder
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7
The Karlsruhe Institute of Technology Systems for the News Translation Task in WMT 2017
Waibel, Alexander; Ha, Thanh-Le; Sperber, Matthias. - : Association for Computational Linguistics, 2022
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8
Attention-Passing Models for Robust and Data-Efficient End-to-End Speech Translation
In: Transactions of the Association for Computational Linguistics, 7, 313–325 ; ISSN: 2307-387X (2022)
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9
Analyzing Neural MT Search and Model Performance
Waibel, Alex; Niehues, Jan; Cho, Eunah. - : Association for Computational Linguistics, 2022
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10
Joint WMT 2012 Submission of the QUAERO Project
Le, Hai-son; Lavergne, Thomas; Freitag, Markus. - : Association for Computational Linguistics, 2022
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11
Adapting End-to-End Speech Recognition for Readable Subtitles
Spanakis, Gerasimos; Liu, Danni; Niehues, Jan. - : Association for Computational Linguistics, 2022
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12
Inspection of Multilingual Neural Machine Translation
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13
KIT Lecture Translator: Multilingual Speech Translation with One-Shot Learning
Nguyen, Thai-Son; Zenkel, Thomas; Waibel, Alex. - : Association for Computational Linguistics, 2022
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14
Robust and Scalable Differentiable Neural Computer for Question Answering
Niehues, Jan; Franke, Jörg; Waibel, Alex. - : Association for Computational Linguistics, 2022
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15
Lecture Translator Speech translation framework for simultaneous lecture translation
Waibel, Alex; Nguyen, Thai-Son; Cho, Eunah. - : Association for Computational Linguistics, 2022
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16
The Universität Karlsruhe Translation System for the EACL-WMT 2009
Herrmann, Teresa; Waibel, Alex; Kolss, Muntsin. - : Association for Computational Linguistics, 2022
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17
Tutorial: End-to-End Speech Translation
Negri, Matteo; Salesky, Elizabeth; Turchi, Marco. - : Association for Computational Linguistics, 2022
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18
Incremental processing of noisy user utterances in the spoken language understanding task
Constantin, Stefan; Niehues, Jan; Waibel, Alex. - : Association for Computational Linguistics, 2022
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19
Improving Zero-shot Translation with Language-Independent Constraints
Niehues, Jan; Pham, Ngoc-Quan; Waibel, Alex. - : Association for Computational Linguistics, 2022
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20
Lexical Translation Model Using A Deep Neural Network Architecture
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