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Hits 1 – 4 of 4
1
On the Language-specificity of Multilingual BERT and the Impact of Fine-tuning ...
Tanti, Marc
;
van der Plas, Lonneke
;
Borg, Claudia
;
Gatt, Albert
. - : arXiv, 2021
Abstract:
Recent work has shown evidence that the knowledge acquired by multilingual BERT (mBERT) has two components: a language-specific and a language-neutral one. This paper analyses the relationship between them, in the context of fine-tuning on two tasks -- POS tagging and natural language inference -- which require the model to bring to bear different degrees of language-specific knowledge. Visualisations reveal that mBERT loses the ability to cluster representations by language after fine-tuning, a result that is supported by evidence from language identification experiments. However, further experiments on 'unlearning' language-specific representations using gradient reversal and iterative adversarial learning are shown not to add further improvement to the language-independent component over and above the effect of fine-tuning. The results presented here suggest that the process of fine-tuning causes a reorganisation of the model's limited representational capacity, enhancing language-independent ... : 14 pages, 6 figures, 5 tables, submitted in BlackBoxNLP 2021 (https://aclanthology.org/2021.blackboxnlp-1.15/) ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
;
Neural and Evolutionary Computing cs.NE
URL:
https://dx.doi.org/10.48550/arxiv.2109.06935
https://arxiv.org/abs/2109.06935
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2
Data Augmentation for Speech Recognition in Maltese: A Low-Resource Perspective ...
Mena, Carlos
;
DeMarco, Andrea
;
Borg, Claudia
. - : arXiv, 2021
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3
Automatic Removal of Identifying Information in Official EU Languages for Public Administrations: The MAPA Project
Gianola, Lucie
;
Ajausks, Ēriks
;
Arranz, Victoria
...
In: Legal Knowledge and Information Systems ; Frontiers in Artificial Intelligence and Applications ; International Conference on Legal Knowledge and Information Systems ; https://hal.archives-ouvertes.fr/hal-03058311 ; International Conference on Legal Knowledge and Information Systems, Dec 2020, Brno, Prague, Czech Republic. pp.223-226, ⟨10.3233/FAIA200869⟩ ; http://ebooks.iospress.nl/volume/legal-knowledge-and-information-systems-jurix-2020-the-thirty-third-annual-conference-brno-czech-republic-december-911-2020 (2020)
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4
Creating Expert Knowledge by Relying on Language Learners: a Generic Approach for Mass-Producing Language Resources by Combining Implicit Crowdsourcing and Language Learning
Nicolas, Lionel
;
Lyding, Verena
;
Borg, Claudia
...
In: LREC 2020 - Language Resources and Evaluation Conference ; https://hal.inria.fr/hal-02879883 ; LREC 2020 - Language Resources and Evaluation Conference, May 2020, Marseille, France (2020)
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