{"title":"韩国精英极化:来自自然语言处理模型的证据","authors":"Seungjoo Han","doi":"10.1017/jea.2021.36","DOIUrl":null,"url":null,"abstract":"Abstract This study analyzes political polarization among the South Korean elite by examining 17 years’ worth of subcommittee meeting minutes from the South Korean National Assembly's standing committees. Its analysis applies various natural language processing techniques and the bidirectional encoder representations from the transformers model to measure and analyze polarization in the language used during these meetings. Its findings indicate that the degree of political polarization increased and decreased at various times over the study period but has risen sharply since the second half of 2016 and remained high throughout 2020. This result suggests that partisan political gaps between members of the South Korean National Assembly increase substantially.","PeriodicalId":45829,"journal":{"name":"Journal of East Asian Studies","volume":"22 1","pages":"45 - 75"},"PeriodicalIF":1.2000,"publicationDate":"2022-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"Elite Polarization in South Korea: Evidence from a Natural Language Processing Model\",\"authors\":\"Seungjoo Han\",\"doi\":\"10.1017/jea.2021.36\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract This study analyzes political polarization among the South Korean elite by examining 17 years’ worth of subcommittee meeting minutes from the South Korean National Assembly's standing committees. Its analysis applies various natural language processing techniques and the bidirectional encoder representations from the transformers model to measure and analyze polarization in the language used during these meetings. Its findings indicate that the degree of political polarization increased and decreased at various times over the study period but has risen sharply since the second half of 2016 and remained high throughout 2020. This result suggests that partisan political gaps between members of the South Korean National Assembly increase substantially.\",\"PeriodicalId\":45829,\"journal\":{\"name\":\"Journal of East Asian Studies\",\"volume\":\"22 1\",\"pages\":\"45 - 75\"},\"PeriodicalIF\":1.2000,\"publicationDate\":\"2022-01-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of East Asian Studies\",\"FirstCategoryId\":\"90\",\"ListUrlMain\":\"https://doi.org/10.1017/jea.2021.36\",\"RegionNum\":3,\"RegionCategory\":\"社会学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"SOCIAL SCIENCES, INTERDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of East Asian Studies","FirstCategoryId":"90","ListUrlMain":"https://doi.org/10.1017/jea.2021.36","RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"SOCIAL SCIENCES, INTERDISCIPLINARY","Score":null,"Total":0}
Elite Polarization in South Korea: Evidence from a Natural Language Processing Model
Abstract This study analyzes political polarization among the South Korean elite by examining 17 years’ worth of subcommittee meeting minutes from the South Korean National Assembly's standing committees. Its analysis applies various natural language processing techniques and the bidirectional encoder representations from the transformers model to measure and analyze polarization in the language used during these meetings. Its findings indicate that the degree of political polarization increased and decreased at various times over the study period but has risen sharply since the second half of 2016 and remained high throughout 2020. This result suggests that partisan political gaps between members of the South Korean National Assembly increase substantially.
期刊介绍:
Experts from around the globe come together in this important peer-reviewed forum to present compelling social science research on the entire East Asia region. Topics include democratic governance, military security, political culture, economic cooperation, human rights, and environmental concerns. Thought-provoking book reviews enhance each issue. Want more information information on Journal of East Asian Studies? Sign up for our E-Alerts for regular updates.