| 1 |
Multilingual Pre-training with Language and Task Adaptation for Multilingual Text Style Transfer ...
|
|
|
|
BASE
|
|
Show details
|
|
|
| 2 |
Unsupervised Translation of German--Lower Sorbian: Exploring Training and Novel Transfer Methods on a Low-Resource Language ...
|
|
|
|
BASE
|
|
Show details
|
|
|
| 3 |
Generic resources are what you need: Style transfer tasks without task-specific parallel training data ...
|
|
|
|
Abstract:
Style transfer aims to rewrite a source text in a different target style while preserving its content. We propose a novel approach to this task that leverages generic resources, and without using any task-specific parallel (source-target) data outperforms existing unsupervised approaches on the two most popular style transfer tasks: formality transfer and polarity swap. In practice, we adopt a multi-step procedure which builds on a generic pre-trained sequence-to-sequence model (BART). First, we strengthen the model's ability to rewrite by further pre-training BART on both an existing collection of generic paraphrases, as well as on synthetic pairs created using a general-purpose lexical resource. Second, through an iterative back-translation approach, we train two models, each in a transfer direction, so that they can provide each other with synthetically generated pairs, dynamically in the training process. Lastly, we let our best reresulting model generate static synthetic pairs to be used in a supervised ... : Accepted to EMNLP2021 (main conference) ...
|
|
Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
|
|
URL: https://arxiv.org/abs/2109.04543
https://dx.doi.org/10.48550/arxiv.2109.04543
|
|
BASE
|
|
Hide details
|
|
|
| 4 |
A set of recommendations for assessing human-machine parity in language translation
|
|
|
|
In: Läubli, Samuel orcid:0000-0001-5362-4106 , Castilho, Sheila orcid:0000-0002-8416-6555 , Neubig, Graham, Sennrich, Rico orcid:0000-0002-1438-4741 , Shen, Qinlan and Toral, Antonio orcid:0000-0003-2357-2960 (2020) A set of recommendations for assessing human-machine parity in language translation. Journal of Artificial Intelligence Research, 67 . pp. 653-672. ISSN 1076-9757 (2020)
|
|
BASE
|
|
Show details
|
|
|
| 5 |
Character-level Representations Improve DRS-based Semantic Parsing Even in the Age of BERT ...
|
|
|
|
BASE
|
|
Show details
|
|
|
| 6 |
A Set of Recommendations for Assessing Human-Machine Parity in Language Translation ...
|
|
|
|
BASE
|
|
Show details
|
|
|
| 8 |
Post-editing effort of a novel with statistical and neural machine translation
|
|
|
|
In: Toral, Antonio, Wieling, Martijn and Way, Andy orcid:0000-0001-5736-5930 (2018) Post-editing effort of a novel with statistical and neural machine translation. Frontiers in Digital Humanities, 5 (9). pp. 1-11. ISSN 2297-2668 (2018)
|
|
BASE
|
|
Show details
|
|
|
| 9 |
What level of quality can neural machine translation attain on literary text?
|
|
|
|
In: Toral, Antonio orcid:0000-0003-2357-2960 and Way, Andy orcid:0000-0001-5736-5930 (2018) What level of quality can neural machine translation attain on literary text? In: Moorkens, Joss orcid:0000-0003-4864-5986 , Castilho, Sheila orcid:0000-0002-8416-6555 , Gaspari, Federico orcid:0000-0003-3808-8418 and Doherty, S, (eds.) Translation Quality Assessment: From Principles to Practice. Machine Translation: Technologies and Applications book series (MATRA), 1 . Springer, Berlin/Heidelberg, 263 -287. ISBN 978-3-319-91240-0 (2018)
|
|
BASE
|
|
Show details
|
|
|
| 10 |
Post-editing effort of a novel with statistical and neural machine translation
|
|
|
|
In: Toral, Antonio orcid:0000-0003-2357-2960 , Wieling, Martijn orcid:0000-0003-0434-1526 and Way, Andy orcid:0000-0001-5736-5930 (2018) Post-editing effort of a novel with statistical and neural machine translation. Frontiers in Digital Humanities, 5 . ISSN 2297-2668 (2018)
|
|
BASE
|
|
Show details
|
|
|
| 11 |
Attaining the unattainable? Reassessing claims of human parity in neural machine translation
|
|
|
|
In: Toral, Antonio orcid:0000-0003-2357-2960 , Castilho, Sheila orcid:0000-0002-8416-6555 , Hu, Ke and Way, Andy orcid:0000-0001-5736-5930 (2018) Attaining the unattainable? Reassessing claims of human parity in neural machine translation. In: Third Conference on Machine Translation (WMT), 31 Oct- 1 Nov 2018, Brussels, Belgium. ISBN 978-1-948087-81-0 (2018)
|
|
BASE
|
|
Show details
|
|
|
| 12 |
Quantitative Fine-Grained Human Evaluation of Machine Translation Systems: a Case Study on English to Croatian ...
|
|
|
|
BASE
|
|
Show details
|
|
|
| 13 |
Quantitative Fine-grained Human Evaluation of Machine Translation Systems: a Case Study on English to Croatian
|
|
|
|
In: Articles (2018)
|
|
BASE
|
|
Show details
|
|
|
| 14 |
Fine-grained human evaluation of neural versus phrase-based machine translation ...
|
|
|
|
BASE
|
|
Show details
|
|
|
| 15 |
A Multifaceted Evaluation of Neural versus Phrase-Based Machine Translation for 9 Language Directions ...
|
|
|
|
BASE
|
|
Show details
|
|
|
| 16 |
Fine-Grained Human Evaluation of Neural Versus Phrase-Based Machine Translation
|
|
|
|
In: Prague Bulletin of Mathematical Linguistics , Vol 108, Iss 1, Pp 121-132 (2017) (2017)
|
|
BASE
|
|
Show details
|
|
|
| 17 |
CloudLM: a cloud-based language model for machine translation
|
|
|
|
In: Ferrández-Tordera, Jorge, Ortiz-Rojas, Sergio and Toral, Antonio orcid:0000-0003-2357-2960 (2016) CloudLM: a cloud-based language model for machine translation. Prague Bulletin of Mathematical Linguistics (105). pp. 51-61. ISSN 1804-0462 (2016)
|
|
BASE
|
|
Show details
|
|
|
|
|
