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Ginn, Michael; Tjuatja, Lindia; He, Taiqi; Rice, Enora; Neubig, Graham; Palmer, Alexis; Levin, Lori (, Association for Computational Linguistics)
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He, Taiqi; Tjuatja, Lindia; Robinson, Nathaniel; Watanabe, Shinji; Mortensen, David R.; Neubig, Graham; Levin, Lori (, Proceedings of the 20th SIGMORPHON workshop on Computational Research in Phonetics, Phonology, and Morphology)
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Mortensen, David R.; Gulsen, Ela; He, Taiqi; Robinson, Nathaniel; Amith, Jonathan; Tjuatja, Lindia; Levin, Lori (, Proceedings of the 20th SIGMORPHON workshop on Computational Research in Phonetics, Phonology, and Morphology)
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Yu, Dian; He, Taiqi; Sagae, Kenji (, Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers))null (Ed.)Cross-lingual language tasks typically require a substantial amount of annotated data or parallel translation data. We explore whether language representations that capture relationships among languages can be learned and subsequently leveraged in cross-lingual tasks without the use of parallel data. We generate dense embeddings for 29 languages using a denoising autoencoder, and evaluate the embeddings using the World Atlas of Language Structures (WALS) and two extrinsic tasks in a zero-shot setting: cross-lingual dependency parsing and cross-lingual natural language inference.more » « less
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