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Hits 1 – 20 of 116
1
Multilingual CoNaLa Datset, train data ...
Zhiruo Wang
;
Cuenca, Grace
;
Shuyan Zhou
. - : Zenodo, 2022
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2
Multilingual CoNaLa Datset, train data ...
Zhiruo Wang
;
Cuenca, Grace
;
Shuyan Zhou
. - : Zenodo, 2022
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3
AUTOLEX: An Automatic Framework for Linguistic Exploration ...
Chaudhary, Aditi
;
Sheikh, Zaid
;
Mortensen, David R
. - : arXiv, 2022
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4
MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages ...
Wang, Zhiruo
;
Cuenca, Grace
;
Zhou, Shuyan
. - : arXiv, 2022
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5
A Systematic Evaluation of Large Language Models of Code ...
Xu, Frank F.
;
Alon, Uri
;
Neubig, Graham
. - : arXiv, 2022
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6
Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation ...
Wang, Xinyi
;
Ruder, Sebastian
;
Neubig, Graham
. - : arXiv, 2022
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7
Attention-Passing Models for Robust and Data-Efficient End-to-End Speech Translation
Neubig, Graham
;
Sperber, Matthias
;
Waibel, Alex
;
Niehues, Jan
In: Transactions of the Association for Computational Linguistics, 7, 313–325 ; ISSN: 2307-387X (2022)
Abstract:
Speech translation has traditionally been approached through cascaded models consisting of a speech recognizer trained on a corpus of transcribed speech, and a machine translation system trained on parallel texts. Several recent works have shown the feasibility of collapsing the cascade into a single, direct model that can be trained in an end-to-end fashion on a corpus of translated speech. However, experiments are inconclusive on whether the cascade or the direct model is stronger, and have only been conducted under the unrealistic assumption that both are trained on equal amounts of data, ignoring other available speech recognition and machine translation corpora. In this paper, we demonstrate that direct speech translation models require more data to perform well than cascaded models, and although they allow including auxiliary data through multi-task training, they are poor at exploiting such data, putting them at a severe disadvantage. As a remedy, we propose the use of end-to-end trainable models with two attention mechanisms, the first establishing source speech to source text alignments, the second modeling source to target text alignment. We show that such models naturally decompose into multi-task–trainable recognition and translation tasks and propose an attention-passing technique that alleviates error propagation issues in a previous formulation of a model with two attention stages. Our proposed model outper-forms all examined baselines and is able to exploit auxiliary training data much more effectively than direct attentional models.
Keyword:
DATA processing & computer science
;
ddc:004
;
info:eu-repo/classification/ddc/004
URL:
https://publikationen.bibliothek.kit.edu/1000145064
https://publikationen.bibliothek.kit.edu/1000145064/148663710
https://doi.org/10.5445/IR/1000145064
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8
Lightly Supervised Quality Estimation
Waibel, Alex
;
Niehues, Jan
;
Stüker, Sebastian
. - : Association for Computational Linguistics, 2022
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9
MasakhaNER: Named entity recognition for African languages
Adelani, David,
;
Abbott, Jade
;
Neubig, Graham
...
In: EISSN: 2307-387X ; Transactions of the Association for Computational Linguistics ; https://hal.inria.fr/hal-03350962 ; Transactions of the Association for Computational Linguistics, The MIT Press, 2021, ⟨10.1162/tacl⟩ (2021)
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10
Phoneme Recognition through Fine Tuning of Phonetic Representations: a Case Study on Luhya Language Varieties ...
Siminyu, Kathleen
;
Li, Xinjian
;
Anastasopoulos, Antonios
. - : arXiv, 2021
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11
Few-shot Language Coordination by Modeling Theory of Mind ...
Zhu, Hao
;
Neubig, Graham
;
Bisk, Yonatan
. - : arXiv, 2021
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12
Systematic Inequalities in Language Technology Performance across the World's Languages ...
Blasi, Damián
;
Anastasopoulos, Antonios
;
Neubig, Graham
. - : arXiv, 2021
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13
Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language Models ...
Huang, Po-Yao
;
Patrick, Mandela
;
Hu, Junjie
. - : arXiv, 2021
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14
Multi-view Subword Regularization ...
Wang, Xinyi
;
Ruder, Sebastian
;
Neubig, Graham
. - : arXiv, 2021
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15
MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning ...
Xia, Mengzhou
;
Zheng, Guoqing
;
Mukherjee, Subhabrata
. - : arXiv, 2021
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16
XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation ...
Ruder, Sebastian
;
Constant, Noah
;
Botha, Jan
. - : arXiv, 2021
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17
When Does Translation Require Context? A Data-driven, Multilingual Exploration ...
Yin, Kayo
;
Fernandes, Patrick
;
Martins, André F. T.
. - : arXiv, 2021
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18
Breaking Down Multilingual Machine Translation ...
Chiang, Ting-Rui
;
Chen, Yi-Pei
;
Yeh, Yi-Ting
. - : arXiv, 2021
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19
Efficient Test Time Adapter Ensembling for Low-resource Language Varieties ...
Wang, Xinyi
;
Tsvetkov, Yulia
;
Ruder, Sebastian
. - : arXiv, 2021
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20
Distributionally Robust Multilingual Machine Translation ...
Zhou, Chunting
;
Levy, Daniel
;
Li, Xian
. - : arXiv, 2021
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