Author Profiling at PAN: from Age and Gender Identification to Language Variety Identification (invited talk)

Paolo Rosso
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Abstract

Author profiling is the study of how language is shared by people, a problem of growing importance in applications dealing with security, in order to understand who could be behind an anonymous threat message, and marketing, where companies may be interested in knowing the demographics of people that in online reviews liked or disliked their products. In this talk we will give an overview of the PAN shared tasks that since 2013 have been organised at CLEF and FIRE evaluation forums, mainly on age and gender identification in social media, although also personality recognition in Twitter as well as in code sources was also addressed. In 2017 the PAN author profiling shared task addresses jointly gender and language variety identification in Twitter where tweets have been annotated with authors’ gender and their specific variation of their native language: English (Australia, Canada, Great Britain, Ireland, New Zealand, United States), Spanish (Argentina, Chile, Colombia, Mexico, Peru, Spain, Venezuela), Portuguese (Brazil, Portugal), and Arabic (Egypt, Gulf, Levantine, Maghrebi).
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PAN作者简介:从年龄、性别认同到语言多样性认同(特邀演讲)
作者分析研究的是人们如何共享语言,这在处理安全的应用程序中是一个越来越重要的问题,目的是了解谁可能是匿名威胁消息的幕后黑手,以及市场营销,公司可能对了解在线评论中喜欢或不喜欢他们产品的用户的人口统计数据感兴趣。在这次演讲中,我们将概述自2013年以来在CLEF和FIRE评估论坛上组织的PAN共享任务,主要是关于社交媒体中的年龄和性别识别,尽管也讨论了Twitter和代码源中的个性识别。2017年,PAN作者分析共享任务在Twitter上共同解决了性别和语言多样性识别问题,其中推文被注释为作者的性别及其母语的具体变化:英语(澳大利亚、加拿大、英国、爱尔兰、新西兰、美国)、西班牙语(阿根廷、智利、哥伦比亚、墨西哥、秘鲁、西班牙、委内瑞拉)、葡萄牙语(巴西、葡萄牙)和阿拉伯语(埃及、海湾、黎凡特、马格里布)。
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