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Jun, 2019
分析跨语言词嵌入映射的限制
Analyzing the Limitations of Cross-lingual Word Embedding Mappings
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Aitor Ormazabal, Mikel Artetxe, Gorka Labaka, Aitor Soroa, Eneko Agirre
TL;DR
本研究探讨了跨语言词嵌入的离线和联合学习方法,并发现在并行语料库下,联合学习可以更准确地解决不同语言间的相似性问题,尤其在双语词典诱导方面表现更优。因此,建议在跨语言嵌入研究中加强联合学习的研究。
Abstract
Recent research in
cross-lingual word embeddings
has almost exclusively focused on
offline methods
, which independently train word embeddings in different languages and map them to a shared space through
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