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Hits 1 – 3 of 3
1
Are All Good Word Vector Spaces Isomorphic?
Vulic, Ivan
;
Ruder, Sebastian
;
Søgaard, Anders
. - : Association for Computational Linguistics, 2020. : Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP 2020), 2020
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2
On the Limitations of Unsupervised Bilingual Dictionary Induction ...
Søgaard, Anders
;
Ruder, Sebastian
;
Vulić, Ivan
. - : arXiv, 2018
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3
A Survey Of Cross-lingual Word Embedding Models ...
Ruder, Sebastian
;
Vulić, Ivan
;
Søgaard, Anders
. - : arXiv, 2017
Abstract:
Cross-lingual representations of words enable us to reason about word meaning in multilingual contexts and are a key facilitator of cross-lingual transfer when developing natural language processing models for low-resource languages. In this survey, we provide a comprehensive typology of cross-lingual word embedding models. We compare their data requirements and objective functions. The recurring theme of the survey is that many of the models presented in the literature optimize for the same objectives, and that seemingly different models are often equivalent modulo optimization strategies, hyper-parameters, and such. We also discuss the different ways cross-lingual word embeddings are evaluated, as well as future challenges and research horizons. ... : Published in Journal of Artificial Intelligence Research ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
;
Machine Learning cs.LG
URL:
https://dx.doi.org/10.48550/arxiv.1706.04902
https://arxiv.org/abs/1706.04902
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