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Hits 1 – 4 of 4
1
It's not Greek to mBERT: Inducing Word-Level Translations from Multilingual BERT ...
Gonen, Hila
;
Ravfogel, Shauli
;
Elazar, Yanai
;
Goldberg, Yoav
. - : arXiv, 2020
Abstract:
Recent works have demonstrated that multilingual BERT (mBERT) learns rich cross-lingual representations, that allow for transfer across languages. We study the word-level translation information embedded in mBERT and present two simple methods that expose remarkable translation capabilities with no fine-tuning. The results suggest that most of this information is encoded in a non-linear way, while some of it can also be recovered with purely linear tools. As part of our analysis, we test the hypothesis that mBERT learns representations which contain both a language-encoding component and an abstract, cross-lingual component, and explicitly identify an empirical language-identity subspace within mBERT representations. ... : BlackboxNLP 2020 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2010.08275
https://arxiv.org/abs/2010.08275
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2
The Extraordinary Failure of Complement Coercion Crowdsourcing ...
Elazar, Yanai
;
Basmov, Victoria
;
Ravfogel, Shauli
. - : arXiv, 2020
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3
Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals ...
Elazar, Yanai
;
Ravfogel, Shauli
;
Jacovi, Alon
. - : arXiv, 2020
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4
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations ...
Ravfogel, Shauli
;
Elazar, Yanai
;
Goldberger, Jacob
. - : arXiv, 2020
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