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Sociolinguistics for Computational Social Science

机译:计算社会科学的社会语言学

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In recent years, a major growth area in applied natural language processing has been the application of automated techniques to massive datasets in order to answer questions about society, and by extension people. Sociolinguistics, which combines anthropology, statistics and linguistics (e.g. Labov 1994, 2001), studies linguistic data in order to answer key questions about the relationship of language and society. Sociolinguists focus on frequency and patterns in linguistic usage, correlations, strength of factors and significance, which together reveal information about the sex, age, education and occupation of speakers/writers but also their history, culture, place of residence, social relationships and affiliations. The findings arising from this type research offer important insights into the nature of human organizations at the global, national or community level. They also reveal connections and interactions, the convergence and divergence of groups, historical associations and developing trends. In this paper, I will introduce sociolinguistic research and the nature of sociolinguistic field techniques and sample design. I will argue that socially embedded data is critical for analyzing and discovering social meaning. Then, I will summarize the findings of several case studies. What does the use of a 3rd singular morpheme -s, as in (1), tell us about the history and culture of a community (Tagliamonte 2012, 2013)? How is quotative be like, (2), spreading in geographic space (Tagliamonte to appear)? What is the mechanism that underlies linguistic change (Tagliamonte & D'Arcy 2009) and by extension cultural trends and projections?
机译:近年来,应用自然语言处理的一个主要增长领域是将自动化技术应用于海量数据集,以回答有关社会的问题,并由此扩展人们的注意力。社会语言学结合了人类学,统计学和语言学(例如Labov 1994,2001),研究语言数据以回答有关语言与社会关系的关键问题。社会语言学家专注于语言使用的频率和模式,相关性,因素的强度和重要性,这些因素共同揭示了有关演讲者/作家的性别,年龄,教育和职业的信息,以及他们的历史,文化,居住地,社会关系和从属关系。这种类型的研究得出的发现为全球,国家或社区级别的人类组织的性质提供了重要的见解。它们还揭示了联系和互动,群体的融合与分歧,历史关联和发展趋势。在本文中,我将介绍社会语言学研究以及社会语言领域技术和样本设计的性质。我将争辩说,社交嵌入数据对于分析和发现社交意义至关重要。然后,我将总结几个案例研究的结果。如(1)所示,使用第三个奇异词素-s会告诉我们一个社区的历史和文化(Tagliamonte 2012,2013)? (2)在地理空间中的分布情况如何(Tagliamonte出现)?语言变化的基础是什么(Tagliamonte&D'Arcy,2009)以及文化趋势和预测的扩展机制?

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