University of Twente(特文特大学);Tilburg University(蒂尔堡大学);Netherlands Institute for Advanced Study in the Humanities and Social Sciences (NIAS)(荷兰人文社会科学高级研究院(NIAS));Carnegie Mellon University(卡内基梅隆大学);Erasmus University Rotterdam(伊拉斯姆斯大学鹿特丹分校)
Dong Nguyen, A. Seza Doğruöz, Carolyn P. Rosé, Franciska de Jong
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To appear in Computational Linguistics. Accepted for publication: 18th February, 2016
Language is a social phenomenon and variation is inherent to its social nature. Recently, there has been a surge of interest within the computational linguistics (CL) community in the social dimension of language. In this article we present a survey of the emerging field of "Computational Sociolinguistics" that reflects this increased interest. We aim to provide a comprehensive overview of CL research on sociolinguistic themes, featuring topics such as the relation between language and social identity, language use in social interaction and multilingual communication. Moreover, we demonstrate the potential for synergy between the research communities involved, by showing how the large-scale data-driven methods that are widely used in CL can complement existing sociolinguistic studies, and how sociolinguistics can inform and challenge the methods and assumptions employed in CL studies. We hope to convey the possible benefits of a closer collaboration between the two communities and conclude with a discussion of open challenges.
Language, Place, and Social Media: Geographic Dialect Alignment in New Zealand
Computer Science and Software Engineering, University of Canterbury(坎特伯雷大学计算机科学与软件工程系);Department of Linguistics, University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校语言学系);School of Psychology, Speech and Hearing, University of Canterbury(坎特伯雷大学心理学、语音与听力学校);Department of Linguistics, University of Canterbury(坎特伯雷大学语言学系)
Do Large Language Models Adapt to Language Variation across Socioeconomic Status?
IT University of Copenhagen(丹麦技术大学);Pioneer Center for AI(先锋人工智能中心);University of Copenhagen(哥本哈根大学);Bocconi University(博科尼大学);CENTAI Institute(CENTAI研究所)
Multilingual Agent-Based World Modeling for Social Science
Institute of Data Science, National University of Singapore(新加坡国立大学数据科学研究所);Singapore University of Technology and Design(新加坡科技设计大学);National School of Development, Peking University(北京大学国家发展研究院);Singapore Management University(新加坡管理大学)
Deep Learning-based Computational Job Market Analysis: A Survey on Skill Extraction and Classification from Job Postings
LMU Munich(慕尼黑大学);Fraunhofer Center for International Management and Knowledge Economy IMW(弗劳恩霍夫国际管理与知识经济中心IMW);IT University of Copenhagen(哥本哈根信息技术大学)
Qatar Computing Research Institute, HBKU(哈马德·本·哈利法大学卡塔尔计算研究所);Institute of Informatics and Telematics, IIT-CNR(意大利国家研究委员会信息学与远程通信研究所);Alma Mater Studiorum–Università di Bologna(博洛尼亚大学);MIT Computer Science and Artificial Intelligence Laboratory(麻省理工学院计算机科学与人工智能实验室);College of Science and Engineering, HBKU(哈马德·本·哈利法大学科学与工程学院)