Word Translation Without Parallel Data Word Translation Without Parallel Data
Paper summary Inducing word translations using only monolingual corpora for two languages. Separate embeddings are trained for each language and a mapping is learned though an adversarial objective, along with an orthogonality constraint on the most frequent words. A strategy for an unsupervised stopping criterion is also proposed. https://i.imgur.com/HmME09P.png
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Word Translation Without Parallel Data
Alexis Conneau and Guillaume Lample and Marc'Aurelio Ranzato and Ludovic Denoyer and Hervé Jégou
arXiv e-Print archive - 2017 via Local arXiv
Keywords: cs.CL

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