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Survey of business sectors hiring linguists and language professionals ...
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Survey of business sectors hiring linguists and language professionals ...
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On the Language-specificity of Multilingual BERT and the Impact of Fine-tuning ...
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Data Augmentation for Speech Recognition in Maltese: A Low-Resource Perspective ...
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On the Language-specificity of Multilingual BERT and the Impact of Fine-tuning ...
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 ...
Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Neural Network
URL: https://dx.doi.org/10.48448/y7q4-y097
https://underline.io/lecture/39928-on-the-language-specificity-of-multilingual-bert-and-the-impact-of-fine-tuning
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Automatic Removal of Identifying Information in Official EU Languages for Public Administrations: The MAPA Project
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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Annotating for Hate Speech: The MaNeCo Corpus and Some Input from Critical Discourse Analysis ...
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Compositionality in English deverbal compounds: The role of the head ...
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Compositionality in English deverbal compounds: The role of the head ...
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10
Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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Forthcoming: The role of constituents in multiword expressions: An interdisciplinary, cross-lingual perspective
Schulte im Walde, Sabine; Smolka, Eva; Springorum, Sylvia. - : Language Science Press, 2019
In: Language Science Press; (2019)
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