Exploring terminological relations between multi-word terms in distributional semantic models

被引:0
|
作者
Wang, Yizhe [1 ]
Daille, Beatrice [2 ,4 ]
Hathout, Nabil [3 ]
机构
[1] Univ Toulouse Jean Jaures, Toulouse, France
[2] Nantes Univ, Nantes, France
[3] CNRS, Lab Cognit Langues Langage Ergonomie CLLE, Paris, France
[4] Nantes Univ, Dept Informat, LS2N, 2 Chemin Houssiniere,BP 92208, F-44322 Nantes 3, France
来源
TERMINOLOGY | 2023年
关键词
terminology relations; multi-word terms; analogy; lexical substitution; FastText; masked language modeling; transformer models; environment domain;
D O I
10.1075/term.21053
中图分类号
H0 [语言学];
学科分类号
030303 ; 0501 ; 050102 ;
摘要
A term is a lexical unit with specialized meaning in a particular domain. Terms may be simple (STs) or multi-word (MWTs). The organization of terms gives a representation of the structure of domain knowledge, which is based on the relationships between the concepts of the domain. However, relations between MWTs are often underrepresented in terminology resources. This work aims to explore distributional semantic models for capturing terminological relations between multi-word terms through lexical substitution and analogy. The experiments show that the results of the analogy-based method are globally better than those of the one based on lexical substitution and that analogy is well suited to the acquisition of synonymy, antonymy, and hyponymy while lexical substitution performs best for hypernymy.
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页数:31
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