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Recent progress on unsupervised learning of cross-lingual embeddings in bilingual setting has given impetus to learning a shared embedding space for several languages without any supervision.
Earth mover’s distance minimization for unsupervised bilingual lexicon induction
Meng Zhang, Yang Liu, Huanbo Luan, and Maosong Sun · 1945
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A generalized solution of the orthogonal Procrustes problem
Peter H Schönemann · 1966
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Adversarial training for unsupervised bilingual lexicon induction
Meng Zhang, Yang Liu, Huanbo Luan, and Maosong Sun · 1970
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Generalized procrustes analysis
John C. Gower · 1975
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Gromov–Wasserstein distances and the metric approach to object matching
Facundo Mémoli · 2011
Earlier work this paper cites.
Inducing crosslingual distributed representations of words
Alexandre Klementiev, Ivan Titov, and Binod Bhattarai · 2012
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Exploiting similarities among languages for machine translation
Tomas Mikolov, Quoc V Le, and Ilya Sutskever · 2013
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Improving vector space word representations using multilingual correlation
Manaal Faruqui and Chris Dyer · 2014
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Universal Dependencies 1.1, 2015
Željko Agić, Maria Jesus Aranzabe, Aitziber Atutxa, Cristina Bosco, Jinho Choi, Marie-Catherine de Marneffe, Timothy Dozat, Richrd Farkas, Jennifer Foster, Filip Ginter, Iakes Goenaga, Koldo Gojenola, Yoav Goldberg, Jan Hajič, Anders Trrup Johannsen, Jenna Kanerva, Juha Kuokkala, Veronika Laippala, Alessandro Lenci, Krister Lindén, Nikola Ljubešić, Teresa Lynn, Christopher Manning, Hctor Alonso Martínez, Ryan McDonald, Anna Missilä, Simonetta Montemagni, Joakim Nivre, Hanna Nurmi, Petya Osenova, Slav Petrov, Jussi Piitulainen, Barbara Plank, Prokopis Prokopidis, Sampo Pyysalo, Wolfgang Seeker, Mojgan Seraji, Natalia Silveira, Maria Simi, Kiril Simov, Aaron Smith, Reut Tsarfaty, Veronika Vincze, and Daniel Zeman · 2015
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Improving zero-shot learning by mitigating the hubness problem
Georgiana Dinu and Marco Baroni · 2015
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Transition-based dependency parsing with stack long short-term memory
Chris Dyer, Miguel Ballesteros, Wang Ling, Austin Matthews, and Noah A. Smith · 2015
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Monolingual and cross-lingual information retrieval models based on (bilingual) word embeddings
Ivan Vulić and Marie-Francine Moens · 2015
Earlier work this paper cites.
Normalized word embedding and orthogonal transform for bilingual word translation
Chao Xing, Dong Wang, Chao Liu, and Yiye Lin · 2015
Earlier work this paper cites.
Learning bilingual sentiment word embeddings for cross-language sentiment classification
Huiwei Zhou, Long Chen, Fulin Shi, and Degen Huang · 2015
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Massively multilingual word embeddings
Waleed Ammar, George Mulcaire, Yulia Tsvetkov, Guillaume Lample, Chris Dyer, and Noah A. Smith · 2016
Cited alongside, same era.
Learning principled bilingual mappings of word embeddings while preserving monolingual invariance
Mikel Artetxe, Gorka Labaka, and Eneko Agirre · 2016
Cited alongside, same era.
Nasari: Integrating explicit knowledge and corpus statistics for a multilingual representation of concepts and entities
José Camacho-Collados, Mohammad Taher Pilehvar, and Roberto Navigli · 2016
Cited alongside, same era.
Gromov-Wasserstein averaging of kernel and distance matrices
Gabriel Peyré, Marco Cuturi, and Justin Solomon · 2016
Cited alongside, same era.
Learning bilingual word embeddings with (almost) no bilingual data
Mikel Artetxe, Gorka Labaka, and Eneko Agirre · 2017
Cited alongside, same era.
Universal neural machine translation for extremely low resource languages
Jiatao Gu, Hany Hassan, Jacob Devlin, and Victor OK Li · 2018
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Non-adversarial unsupervised word translation
Yedid Hoshen and Lior Wolf · 2018
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Loss in translation: Learning bilingual word mapping with a retrieval criterion
Armand Joulin, Piotr Bojanowski, Tomas Mikolov, Edouard Grave, and Hervé Jégou · 2018
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Generalizing Procrustes Analysis for Better Bilingual Dictionary Induction
Y. Kementchedjhieva, S. Ruder, R. Cotterell, and A. Søgaard · 2018
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Unsupervised machine translation using monolingual corpora only
Guillaume Lample, Alexis Conneau, Ludovic Denoyer, and Marc’Aurelio Ranzato · 2018
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Semeval-2017 task 2: Multilingual and cross-lingual semantic word similarity
Jose Camacho-Collados, Mohammad Taher Pilehvar, Nigel Collier, and Roberto Navigli · 2017
Cited alongside, same era.
Multilingual training of crosslingual word embeddings
Long Duong, Hiroshi Kanayama, Tengfei Ma, Steven Bird, and Trevor Cohn · 2017
Cited alongside, same era.
Aligning the fastText vectors of 78 languages, 2017
Samuel L. Smith, David H. P. Turban, Steven Hamblin, and Nils Y. Hammerla · 2017
Cited alongside, same era.
ConceptNet at SemEval-2017 Task 2: Extending word embeddings with multilingual relational knowledge
Robert Speer and Joanna Lowry-Duda · 2017
Cited alongside, same era.
Gromov-wasserstein alignment of word embedding spaces
David Alvarez-Melis and Tommi S. Jaakkola · 2018
Cited alongside, same era.
Unsupervised statistical machine translation
Mikel Artetxe, Gorka Labaka, and Eneko Agirre · 2018
Cited alongside, same era.
Unsupervise multilingual word embeddings
Xilun Chen and Claire Cardie · 2018
Cited alongside, same era.
On the limitations of unsupervised bilingual dictionary induction
Anders Søgaard, Sebastian Ruder, and Ivan Vulić · 2018
Later among the works it cites.
Unsupervised hyperalignment for multilingual word embeddings
Jean Alaux, Edouard Grave, Marco Cuturi, and Armand Joulin · 2019
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How to (properly) evaluate cross-lingual word embeddings: On strong baselines, comparative analyses, and some misconceptions
Goran Glavaš, Robert Litschko, Sebastian Ruder, and Ivan Vulić · 2019
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Unsupervised alignment of embeddings with Wasserstein Procrustes
Edouard Grave, Armand Joulin, and Quentin Berthet · 2019
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Learning unsupervised multilingual word embeddings with incremental multilingual hubs
Geert Heyman, Bregt Verreet, Ivan Vulić, and Marie-Francine Moens · 2019
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Learning multilingual word embeddings in latent metric space: A geometric approach
Pratik Jawanpuria, Arjun Balgovind, Anoop Kunchukuttan, and Bamdev Mishra · 2019
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Computational optimal transport
Gabriel Peyré and Marco Cuturi · 2019
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Do we really need fully unsupervised cross-lingual embeddings?
Ivan Vulić, Goran Glavaš, Roi Reichart, and Anna Korhonen · 2019
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