EmoTag1200: Understanding the Association between Emojis and Emotions
Abu Awal Md Shoeb, Gerard de Melo
Abstract
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 in an unsupervised manner. Our experiments show that this succeeds when high-quality wordlevel information is available.
Topics & Concepts
Association (psychology)Meaning (existential)Computer scienceAffect (linguistics)Quality (philosophy)Cognitive psychologyPsychologyNatural language processingCommunicationEpistemologyPsychotherapistPhilosophyDigital Communication and LanguageSentiment Analysis and Opinion MiningAdvanced Text Analysis Techniques