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Hits 1 – 20 of 34
1
Findings of the IWSLT 2020 Evaluation campaign
Niehues, Jan
;
Federico, Marcello
;
Ma, Xutai
. - : Association for Computational Linguistics, 2022
BASE
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2
VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation
Wang, Changhan
;
Rivière, Morgane
;
Lee, Ann
. - : HAL CCSD, 2021
In: https://hal.inria.fr/hal-03329290 ; 2021, ⟨10.18653/v1/2021.acl-long.80⟩ (2021)
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3
Lightweight Adapter Tuning for Multilingual Speech Translation
Le, Hang
;
Pino, Juan
;
Wang, Changhan
...
In: The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021) ; https://hal.archives-ouvertes.fr/hal-03294912 ; The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021), Aug 2021, Bangkok (Virtual), Thailand (2021)
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4
FST: the FAIR Speech Translation System for the IWSLT21 Multilingual Shared Task ...
Tang, Yun
;
Gong, Hongyu
;
Li, Xian
. - : arXiv, 2021
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5
VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation ...
Wang, Changhan
;
Rivière, Morgane
;
Lee, Ann
. - : arXiv, 2021
BASE
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6
Lightweight Adapter Tuning for Multilingual Speech Translation ...
Le, Hang
;
Pino, Juan
;
Wang, Changhan
. - : arXiv, 2021
BASE
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7
Pay Better Attention to Attention: Head Selection in Multilingual and Multi-Domain Sequence Modeling ...
Gong, Hongyu
;
Tang, Yun
;
Pino, Juan
. - : arXiv, 2021
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8
Improving Speech Translation by Understanding and Learning from the Auxiliary Text Translation Task ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Genzel, Dmitriy
;
Li, Xian
. - : Underline Science Inc., 2021
BASE
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9
Lightweight Adapter Tuning for Multilingual Speech Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Besacier, Laurent
;
Besacier, laurent.besacier@univ-grenoble-alpes.fr
. - : Underline Science Inc., 2021
BASE
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10
Multilingual Speech Translation from Efficient Finetuning of Pretrained Models ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Auli, Michael
;
Baevski, Alexei
;
Conneau, Alexis
;
Li, Xian
;
Pino, Juan
;
Tang, Yuqing
;
Tang, Yun
;
Tran, Chau
;
Wang, Changhan
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.acl-long.68 Abstract: We present a simple yet effective approach to build multilingual speech-to-text (ST) translation through efficient transfer learning from a pretrained speech encoder and text decoder. Our key finding is that a minimalistic LNA (LayerNorm and Attention) finetuning can achieve zero-shot crosslingual and cross-modality transfer ability by only finetuning 10~50% of the pretrained parameters. This effectively leverages large pretrained models at low training cost such as wav2vec 2.0 for acoustic modeling, and mBART for multilingual text generation. This sets a new state-of-the-art for 36 translation directions (and surpassing cascaded ST for 26 of them) on the large-scale multilingual ST benchmark CoVoST 2 (+6.4 BLEU on average for En-X directions and +6.7 BLEU for X-En directions). Our approach demonstrates strong zero-shot performance in a many-to-many multilingual model (+5.6 BLEU on average across 28 non-English directions), making it an ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Neural Network
;
Semantics
URL:
https://dx.doi.org/10.48448/z2bj-rv03
https://underline.io/lecture/25429-multilingual-speech-translation-from-efficient-finetuning-of-pretrained-models
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11
VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Dupoux, Emmanuel
;
Haziza, dhaziza@fb.com
. - : Underline Science Inc., 2021
BASE
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12
Textless Speech-to-Speech Translation on Real Data ...
Lee, Ann
;
Gong, Hongyu
;
Duquenne, Paul-Ambroise
. - : arXiv, 2021
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13
Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation
Le, Hang
;
Pino, Juan
;
Wang, Changhan
...
In: COLING 2020 (long paper) ; https://hal.archives-ouvertes.fr/hal-02991564 ; COLING 2020 (long paper), Dec 2020, Virtual, Spain (2020)
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14
Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ...
Le, Hang
;
Pino, Juan
;
Wang, Changhan
. - : arXiv, 2020
BASE
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15
CoVoST: A Diverse Multilingual Speech-To-Text Translation Corpus ...
Wang, Changhan
;
Pino, Juan
;
Wu, Anne
. - : arXiv, 2020
BASE
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16
CoVoST 2 and Massively Multilingual Speech-to-Text Translation ...
Wang, Changhan
;
Wu, Anne
;
Pino, Juan
. - : arXiv, 2020
BASE
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17
Multilingual Speech Translation with Efficient Finetuning of Pretrained Models ...
Li, Xian
;
Wang, Changhan
;
Tang, Yun
. - : arXiv, 2020
BASE
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18
Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ...
Le, Hang
;
Pino, Juan
;
Changhan Wang
. - : Zenodo, 2020
BASE
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19
Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ...
Le, Hang
;
Pino, Juan
;
Changhan Wang
. - : Zenodo, 2020
BASE
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20
Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ...
Le, Hang
;
Pino, Juan
;
Changhan Wang
. - : Zenodo, 2020
BASE
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