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Findings of the IWSLT 2020 Evaluation campaign
Niehues, Jan; Federico, Marcello; Ma, Xutai. - : Association for Computational Linguistics, 2022
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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
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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VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation ...
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6
Lightweight Adapter Tuning for Multilingual Speech Translation ...
Le, Hang; Pino, Juan; Wang, Changhan. - : arXiv, 2021
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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 ...
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9
Lightweight Adapter Tuning for Multilingual Speech Translation ...
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10
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 ...
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12
Textless Speech-to-Speech Translation on Real Data ...
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13
Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation
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
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15
CoVoST: A Diverse Multilingual Speech-To-Text Translation Corpus ...
Wang, Changhan; Pino, Juan; Wu, Anne. - : arXiv, 2020
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16
CoVoST 2 and Massively Multilingual Speech-to-Text Translation ...
Wang, Changhan; Wu, Anne; Pino, Juan. - : arXiv, 2020
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17
Multilingual Speech Translation with Efficient Finetuning of Pretrained Models ...
Abstract: We present a simple yet effective approach to build multilingual speech-to-text (ST) translation by efficient transfer learning from 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 less than 10% of the pretrained parameters. This enables effectively leveraging large pretrained models with low training cost. Using wav2vec 2.0 for acoustic modeling, and mBART for multilingual text generation, our approach advanced the new state-of-the-art for 34 translation directions (and surpassing cascaded ST for 23 of them) on large-scale multilingual ST benchmark CoVoST 2 (+6.4 BLEU on average across 15 En-X directions and +5.1 BLEU on average across 19 X-En directions). Our approach demonstrates strong zero-shot performance in a many-to-many multilingual model (+5.7 BLEU on average across 18 non-English directions), making it an appealing approach for ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2010.12829
https://dx.doi.org/10.48550/arxiv.2010.12829
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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
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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
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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
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