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@article{ART002662768},
author={KIM SO HEE and Do Jaehak},
title={The word embedding and the semantic relation},
journal={Korean Semantics},
issn={1226-7198},
year={2020},
volume={70},
pages={1-49},
doi={10.19033/sks.2020.12.70.1}

TY - JOUR
AU - KIM SO HEE
AU - Do Jaehak
TI - The word embedding and the semantic relation
JO - Korean Semantics
PY - 2020
VL - 70
IS - null
PB - The Society Of Korean Semantics
SP - 1
EP - 49
SN - 1226-7198
AB - 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.
KW - word embedding;semantic relation;synonymy;antonymy;hyponymy;meronymy;contrastive relation;register;lexical field;vector semantics
DO - 10.19033/sks.2020.12.70.1
ER -

KIM SO HEE and Do Jaehak. (2020). The word embedding and the semantic relation. Korean Semantics, 70, 1-49.

KIM SO HEE and Do Jaehak. 2020, "The word embedding and the semantic relation", Korean Semantics, vol.70, pp.1-49. Available from: doi:10.19033/sks.2020.12.70.1

KIM SO HEE, Do Jaehak "The word embedding and the semantic relation" Korean Semantics 70 pp.1-49 (2020) : 1.

KIM SO HEE, Do Jaehak. The word embedding and the semantic relation. 2020; 70 1-49. Available from: doi:10.19033/sks.2020.12.70.1

KIM SO HEE and Do Jaehak. "The word embedding and the semantic relation" Korean Semantics 70(2020) : 1-49.doi: 10.19033/sks.2020.12.70.1

KIM SO HEE; Do Jaehak. The word embedding and the semantic relation. Korean Semantics, 70, 1-49. doi: 10.19033/sks.2020.12.70.1

KIM SO HEE; Do Jaehak. The word embedding and the semantic relation. Korean Semantics. 2020; 70 1-49. doi: 10.19033/sks.2020.12.70.1

KIM SO HEE, Do Jaehak. The word embedding and the semantic relation. 2020; 70 1-49. Available from: doi:10.19033/sks.2020.12.70.1

KIM SO HEE and Do Jaehak. "The word embedding and the semantic relation" Korean Semantics 70(2020) : 1-49.doi: 10.19033/sks.2020.12.70.1