Exploring semantic differences between the Indonesian prefixes PE- and PEN- using a vector space model

IF 1 2区 文学 0 LANGUAGE & LINGUISTICS Corpus Linguistics and Linguistic Theory Pub Date : 2021-04-09 DOI:10.1515/cllt-2020-0023
Karlina Denistia, E. Shafaei-Bajestan, R. Baayen
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引用次数: 6

Abstract

Abstract Indonesian has two prefixes, PE- and PEN-, that are similar in form and meaning, but are probably not allomorphs. In this study, we applied a distributional vector space model to clarify whether these prefixes have discriminable semantics. Comparisons of pairs of words within and across morphologically defined sets of words revealed that cosine similarities of pairs consisting of a word with PE- and a word with PEN- were reduced compared to pairs of only PE- words, or of only PEN- words. Furthermore, nouns with PE- were more similar to their base words than was the case for words with PEN-. The specialized use of PE- for words denoting agents, and the specialized use of PEN- for denoting instruments, was also visible in the semantic vector space. These differences in the semantics of PE- and PEN- thus provide further quantitative support for the independent status of PE- as opposed to PEN-.
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利用向量空间模型探索印尼语前缀PE-和PEN-之间的语义差异
印尼语有两个前缀PE-和PEN-,这两个前缀在形式和意义上相似,但可能不是异构体。在这项研究中,我们应用了一个分布向量空间模型来澄清这些前缀是否具有可区分的语义。在词形定义的词集内和词集之间对词的比较表明,与仅PE词对或仅PEN词对相比,由PE词和PEN词对组成的词对的余弦相似度降低。此外,带有PE-的名词比带有PEN-的名词更接近其基本词。在语义向量空间中也可以看到专门使用PE(用于单词表示代理)和专门使用PEN(用于表示工具)。PE-和PEN-在语义上的这些差异为PE-相对于PEN-的独立地位提供了进一步的定量支持。
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来源期刊
CiteScore
4.20
自引率
12.50%
发文量
15
期刊介绍: Corpus Linguistics and Linguistic Theory (CLLT) is a peer-reviewed journal publishing high-quality original corpus-based research focusing on theoretically relevant issues in all core areas of linguistic research, or other recognized topic areas. It provides a forum for researchers from different theoretical backgrounds and different areas of interest that share a commitment to the systematic and exhaustive analysis of naturally occurring language. Contributions from all theoretical frameworks are welcome but they should be addressed at a general audience and thus be explicit about their assumptions and discovery procedures and provide sufficient theoretical background to be accessible to researchers from different frameworks. Topics Corpus Linguistics Quantitative Linguistics Phonology Morphology Semantics Syntax Pragmatics.
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