The word embedding and the semantic relation

Kim， SoHee; Do Jaehak

doi:10.19033/sks.2020.12.70.1

This paper investigates semantic relation which is captured by the word embedding(Word2vec). As precedent researches using this methodology already have reviewed the effectiveness of study on the semantic similarity or relativeness of lexical units, it is focused on that which specific properties could be identified. In particular, not only lexical units but also grammatical units were included in this study as the objects. To sum up, it is hard to say that a certain specific type of relation such as synonymy, antonymy, hyponymy, meronymy, or contrastive relation is caught saliently by the word embedding. Rather various types of relations are widely observed since the related words which compose lexical field with target word are extracted under the influence of individual context(especially register). Generally, the results are heavily dependent on the contexts of word usage. Meanwhile, even though it was not enough in terms of grammatical units, there are two small but significant achievements. The first is that the word embedding shows relatively better results in some grammatical categories. And the second is that periphrastic constructions are worthy to be considered equal to single morpheme concerning grammatical function.

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REFERENCES (26)
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* 2021년 이후 발행 논문의 참고문헌은 현재 구축 중입니다.

[journal] 강범모 / 2010 / Constructing Networks of Related Concepts Based on Co-occurring Nouns / 한국어 의미학 / 한국어의미학회 32 : 1~28

[book] 강범모 / 2016 / 한국어 화제관련어 : 명사 5000 항목 / 한국문화사

[book] 강범모 / 2018 / 의미론 : 국어, 세계, 마음 / 한국문화사

[journal] 강형석 / 2018 / The Analogy Test Set Suitable to Evaluate Word Embedding Models for Korean / 디지털콘텐츠학회논문지 / 한국디지털콘텐츠학회 19(10) : 1999~2008 / http://dx.doi.org/10.9728/dcs.2018.19.10.1999

[book] 고려대학교 민족문화연구원 / 2009 / 고려대 한국어대사전 / 고려대학교 민족문화연구원

[web] 국립국어원 / 21세기 세종계획 현대 문어 형태 분석 말뭉치 / https://ithub.korean.go.kr

[other] 국립국어원 / 2019 / 한국어 정보 처리를 위한 어휘 관계 기초 자료 구축 / 발간등록번호:11-1371028-000786-01

[web] 국립국어원 / 표준국어대사전 / https://stdict.korean.go.kr

[thesis] 남경완 / 2000 / 다의 분석을 통한 국어 어휘의 의미 관계 연구 / 석사 / 고려대학교 대학원

[book] 남경완 / 2008 / 국어 용언의 의미 분석 / 태학사

[journal] 남경완 / 2019 / A Study on Lexical Semantic Relations from the Structural Perspective: Focusing on paradigmatic semantic relation. / 한국어 의미학 / 한국어의미학회 66 : 1~33

[journal] 도재학 / 2013 / A Study on the Interrelation between Incompatible Relation and Lexical Relation / 한국어 의미학 / 한국어의미학회 42 : 1~26

[journal] 도재학 / 2014 / On the concept and types of periphrastic construction / 國語學 / 국어학회 (71) : 259~304 / 10.15811/jkl.2014..71.008

[journal] 도재학 / 2012 / An analysis of synonyms using related word network: ‘chaek’, ‘seojeok’ and ‘doseo' / 한국어 의미학 / 한국어의미학회 37 : 133~160

[confproc] 박진호 / 2020 / 통사 정보를 반영한 벡터 의미론을 향하여 / 한국어의미학회・인문콘텐츠연구소 공동학술대회 발표논문집 : 187~217

[book] 윤평현 / 2008 / 국어의미론 / 역락

[book] 이기창 / 2019 / 한국어 임베딩: 자연어 처리 모델의 성능을 높이는 핵심 비결 Word2Vec에서 ELMo, BERT까지 / 에이콘

[book] 임홍빈 / 1993 / (뉘앙스풀이를 겸한) 우리말 사전: 상세한 뜻풀이와 뉘앙스, 용법의 해설 / 아카데미하우스

[journal] 채숙희 / 2011 / On ‘-lago’ Expressing Result and ‘-jago’ Expressing Purpose / 어문연구(語文硏究) / 한국어문교육연구회 39(3) : 97~119 / 10.15822/skllr.2011.39.3.97

[journal] 채숙희 / 2011 / On ‘-gessdago’ Expressing Purpose / 한국학 / 한국학중앙연구원 34(3) : 205~227 / 10.25024/ksq.34.3.201109.205

[journal] 최재웅 / 2018 / Meaning in Numbers: Semantics in the Age of Deep Learning / 언어와 정보 사회 / 언어정보연구소 34 : 305~337 / 10.29211/soli.2018.34..011

[journal] 홍재성 / 2018 / 이동목적 구문의 유형론 / 학술원논문집(인문・사회과학편) / 대한민국학술원 57(1) : 1~48

[book] Firth, J. R. / 1957 / Studies in Linguistic Analysis / Blackwell : 1~32

[confproc] Levy, O. / 2014 / Dependency-Based Word Embeddings / Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Short Papers) : 302~308

[web] Mikolov, T. / 2013 / Efficient Estimation of Word Representations in Vector Space / CoRR abs/1301.3781 / http://arxiv.org/abs/1301.3781

[confproc] Mikolov, T. / 2013 / Distributed Representations of Words and Phrases and their Compositionality / Advances in Neural Information Processing Systems 26(NIPS 2013)

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