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Üstün, Ahmet (12)
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Simple Search
Hits 1 – 12 of 12
1
Unsupervised Translation of German--Lower Sorbian: Exploring Training and Novel Transfer Methods on a Low-Resource Language ...
Edman, Lukas
;
Üstün, Ahmet
;
Toral, Antonio
. - : arXiv, 2021
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2
On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions ...
van der Goot, Rob
;
Üstün, Ahmet
;
Plank, Barbara
. - : arXiv, 2021
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3
Multilingual Unsupervised Neural Machine Translation with Denoising Adapters ...
Üstün, Ahmet
;
Bérard, Alexandre
;
Besacier, Laurent
;
Gallé, Matthias
. - : arXiv, 2021
Abstract:
We consider the problem of multilingual unsupervised machine translation, translating to and from languages that only have monolingual data by using auxiliary parallel language pairs. For this problem the standard procedure so far to leverage the monolingual data is back-translation, which is computationally costly and hard to tune. In this paper we propose instead to use denoising adapters, adapter layers with a denoising objective, on top of pre-trained mBART-50. In addition to the modularity and flexibility of such an approach we show that the resulting translations are on-par with back-translating as measured by BLEU, and furthermore it allows adding unseen languages incrementally. ... : Accepted as a long paper to EMNLP 2021 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2110.10472
https://arxiv.org/abs/2110.10472
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4
Multilingual Unsupervised Neural Machine Translation with Denoising Adapters ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Berard, Alexandre
;
Besacier, Laurent
. - : Underline Science Inc., 2021
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5
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding ...
van der Goot, Rob
;
Sharaf, Ibrahim
;
Imankulova, Aizhan
. - : arXiv, 2021
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6
On the Difficulty of Translating Free-Order Case-Marking Languages ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bisazza, Arianna
;
Sportel, Stephan
. - : Underline Science Inc., 2021
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7
UDapter: Language Adaptation for Truly Universal Dependency Parsing ...
Üstün, Ahmet
;
Bisazza, Arianna
;
Bouma, Gosse
. - : arXiv, 2020
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8
FiSSA at SemEval-2020 Task 9: Fine-tuned For Feelings ...
Braaksma, Bertelt
;
Scholtens, Richard
;
van Suijlekom, Stan
. - : arXiv, 2020
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9
Incorporating word embeddings in unsupervised morphological segmentation
Üstün, Ahmet
;
Can, Burcu
In: 2020 ; 1 ; 21 (2020)
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10
Characters or morphemes: how to represent words?
Üstün, Ahmet
;
Kurfalı, Murathan
;
Can, Burcu
. - : Association for Computational Linguistics, 2018
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11
A Trie-Structured Bayesian Model for Unsupervised Morphological Segmentation ...
Kurfalı, Murathan
;
Üstün, Ahmet
;
Can, Burcu
. - : arXiv, 2017
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12
Turkish PoS Tagging by Reducing Sparsity with Morpheme Tags in Small Datasets ...
Can, Burcu
;
Üstün, Ahmet
;
Kurfalı, Murathan
. - : arXiv, 2017
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