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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 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 Show details 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) BASE Show details 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) BASE Show details 4 FST: the FAIR Speech Translation System for the IWSLT21 Multilingual Shared Task ... Tang, Yun; Gong, Hongyu; Li, Xian. - : arXiv, 2021 BASE Show details 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 Show details 6 Lightweight Adapter Tuning for Multilingual Speech Translation ... Le, Hang; Pino, Juan; Wang, Changhan. - : arXiv, 2021 BASE Show details 7 Pay Better Attention to Attention: Head Selection in Multilingual and Multi-Domain Sequence Modeling ... Gong, Hongyu; Tang, Yun; Pino, Juan. - : arXiv, 2021 BASE Show details 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 Show details 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 Show details 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 BASE Hide details 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 Show details 12 Textless Speech-to-Speech Translation on Real Data ... Lee, Ann; Gong, Hongyu; Duquenne, Paul-Ambroise. - : arXiv, 2021 BASE Show details 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) BASE Show details 14 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Wang, Changhan. - : arXiv, 2020 BASE Show details 15 CoVoST: A Diverse Multilingual Speech-To-Text Translation Corpus ... Wang, Changhan; Pino, Juan; Wu, Anne. - : arXiv, 2020 BASE Show details 16 CoVoST 2 and Massively Multilingual Speech-to-Text Translation ... Wang, Changhan; Wu, Anne; Pino, Juan. - : arXiv, 2020 BASE Show details 17 Multilingual Speech Translation with Efficient Finetuning of Pretrained Models ... Li, Xian; Wang, Changhan; Tang, Yun. - : arXiv, 2020 BASE Show details 18 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 19 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details 20 Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation ... Le, Hang; Pino, Juan; Changhan Wang. - : Zenodo, 2020 BASE Show details Page: 1 2

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