I’m a Belieber: Social Roles via Self-identification and Conceptual Attributes
I’m a Belieber: Social Roles via Self-identification and Conceptual Attributes
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我是一个信徒：通过自我认同和概念属性的社会角色
DOI：
10.3115/v1/p14-2030
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发表时间：
2014
影响因子：
7.9
通讯作者：
Benjamin Van Durme
中科院分区：
文献类型：
--
作者：
Charley Beller;Rebecca Knowles;Craig Harman;S. Bergsma;Margaret Mitchell;Benjamin Van Durme
受预测社交媒体中粗略的作者类别(如性别或政治偏好)的工作的推动，我们探索Twitter是否包含支持预测细粒度类别或社会角色的信息。我们发现，与之前探索的相比，简单的自我认同模式“我是一个”支持的分类要丰富得多，成功地检索了各种细粒度的角色。对于给定的角色(例如，作者)，我们可以使用简单的所有格结构(例如，作者的)来进一步识别特征属性。在第一人称拥有词(MY)中包含定语术语的推文被确认为作者拥有相关社会角色的指示器。
Motivated by work predicting coarsegrained author categories in social media, such as gender or political preference, we explore whether Twitter contains information to support the prediction of finegrained categories, or social roles. We find that the simple self-identification pattern “I am a ” supports significantly richer classification than previously explored, successfully retrieving a variety of fine-grained roles. For a given role (e.g., writer), we can further identify characteristic attributes using a simple possessive construction (e.g., writer’s ). Tweets that incorporate the attribute terms in first person possessives (my ) are confirmed to be an indicator that the author holds the associated social role.