arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2001.07740cs.CL

Where New Words Are Born: Distributional Semantic Analysis of Neologisms and Their Semantic Neighborhoods

Language Technologies Institute, Carnegie Mellon University(卡内基梅隆大学语言技术研究所);Department of Computer Science, University of Toronto(多伦多大学计算机科学系);Computer Science and Engineering, University of California, San Diego(加利福尼亚大学圣地亚哥分校计算机科学与工程系)

Maria Ryskina, Ella Rabinovich, Taylor Berg-Kirkpatrick, David R. Mortensen, Yulia Tsvetkov

英文摘要:

We perform statistical analysis of the phenomenon of neology, the process by which new words emerge in a language, using large diachronic corpora of English. We investigate the importance of two factors, semantic sparsity and frequency growth rates of semantic neighbors, formalized in the distributional semantics paradigm. We show that both factors are predictive of word emergence although we find more support for the latter hypothesis. Besides presenting a new linguistic application of distributional semantics, this study tackles the linguistic question of the role of language-internal factors (in our case, sparsity) in language change motivated by language-external factors (reflected in frequency growth).

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑