2017 · 14 citations · 18 references
Language StudiesEnglishLinguisticsComputational LinguisticsNatural Language ProcessingSemanticsLanguage ModelingLexical ChangeMachine TranslationSemantic ChangeWord EmbeddingsWord Sense DisambiguationContextual Word EmbeddingsCross-lingual Word EmbeddingsJapanese LinguisticsLoanword DetectionSemantic Change DetectionSemantic Change MechanismsSemantic ReasoningWord Meaning Change
We analyze semantic changes in loanwords from English that are used in Japanese (Japanese loanwords). Specifically, we create word embeddings of English and Japanese and map the Japanese embeddings into the English space so that we can calculate the similarity of each Japanese word and each English word. We then attempt to find loanwords that are semantically different from their original, see if known meaning changes are correctly captured, and show the possibility of using our methodology in language education.
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Distributed Representations of Words and Phrases and their Compositionality
Tomáš Mikolov, Ilya Sutskever, Kai Chen et al. · arXiv (Cornell University) · 2013 · 18.1K citations · Full text
Quantitative Analysis of Culture Using Millions of Digitized Books
Jean-Baptiste Michel, Yuan Shen, Aviva Presser Aiden et al. · Science · 2010 · 3.1K citations · Full text
Humanities, Cultures, Linguistics +10
Exploiting Similarities among Languages for Machine Translation
Tomáš Mikolov, Quoc V. Le, Ilya Sutskever · arXiv (Cornell University) · 2013 · 1.4K citations · Full text
Computing, Computer Science, Spanish +12