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Hits 1 – 6 of 6
1
Analyzing Gender Representation in Multilingual Models ...
Gonen, Hila
;
Ravfogel, Shauli
;
Goldberg, Yoav
. - : arXiv, 2022
Abstract:
Multilingual language models were shown to allow for nontrivial transfer across scripts and languages. In this work, we study the structure of the internal representations that enable this transfer. We focus on the representation of gender distinctions as a practical case study, and examine the extent to which the gender concept is encoded in shared subspaces across different languages. Our analysis shows that gender representations consist of several prominent components that are shared across languages, alongside language-specific components. The existence of language-independent and language-specific components provides an explanation for an intriguing empirical observation we make: while gender classification transfers well across languages, interventions for gender removal, trained on a single language, do not transfer easily to others. ... : Published at RepL4NLP 2022 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2204.09168
https://arxiv.org/abs/2204.09168
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2
Simple, Interpretable and Stable Method for Detecting Words with Usage Change across Corpora
Gonen, Hila
;
Jawahar, Ganesh
;
Seddah, Djamé
...
In: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics ; https://hal.inria.fr/hal-03161637 ; ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States. pp.538-555, ⟨10.18653/v1/2020.acl-main.51⟩ (2020)
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3
It's not Greek to mBERT: Inducing Word-Level Translations from Multilingual BERT ...
Gonen, Hila
;
Ravfogel, Shauli
;
Elazar, Yanai
. - : arXiv, 2020
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4
Pick a Fight or Bite your Tongue: Investigation of Gender Differences in Idiomatic Language Usage ...
Rabinovich, Ella
;
Gonen, Hila
;
Stevenson, Suzanne
. - : arXiv, 2020
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5
How does Grammatical Gender Affect Noun Representations in Gender-Marking Languages? ...
Gonen, Hila
;
Kementchedjhieva, Yova
;
Goldberg, Yoav
. - : arXiv, 2019
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6
Semi Supervised Preposition-Sense Disambiguation using Multilingual Data ...
Gonen, Hila
;
Goldberg, Yoav
. - : arXiv, 2016
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