Unsupervised cross-lingual matching of product classifications

September 19, 2018 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Denis Gordeev, Alexey Rey, Dmitry Shagarov arXiv ID 1809.07234 Category cs.CL: Computation & Language Citations 2 Venue arXiv.org Last Checked 5 months ago
Abstract
Unsupervised cross-lingual embeddings mapping has provided a unique tool for completely unsupervised translation even for languages with different scripts. In this work we use this method for the task of unsupervised cross-lingual matching of product classifications. Our work also investigates limitations of unsupervised vector alignment and we also suggest two other techniques for aligning product classifications based on their descriptions: using hierarchical information and translations.
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