论文标题

表情符号情绪激动吗?一项研究,以了解表情符号与情绪之间的关联

Are Emojis Emotional? A Study to Understand the Association between Emojis and Emotions

论文作者

Shoeb, Abu, de Melo, Gerard

论文摘要

鉴于表情符号在语言中的普遍存在,需要阐明其含义和沟通作用的方法和资源。表情符号的一个显着方面是它们用来以否则可能是不平凡的方式传达影响的。在本文中,我们试图通过由人类殖民协会评级组成的新数据集探索表情符号与情绪之间的联系。我们还进行实验,以评估可以从现有数据中推断出这种关联的程度,从而可以预测一组较大的表情符号。我们的实验表明,当提供高质量的单词级信息时,这将成功。

Given the growing ubiquity of emojis in language, there is a need for methods and resources that shed light on their meaning and communicative role. One conspicuous aspect of emojis is their use to convey affect in ways that may otherwise be non-trivial to achieve. In this paper, we seek to explore the connection between emojis and emotions by means of a new dataset consisting of human-solicited association ratings. We additionally conduct experiments to assess to what extent such associations can be inferred from existing data, such that similar associations can be predicted for a larger set of emojis. Our experiments show that this succeeds when high-quality word-level information is available.

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