What does this emoji mean? A vector space skip-gram model for twitter emojis

Barbieri, Francesco; Ronzano, Francesco; Saggion, Horacio

What does this emoji mean? A vector space skip-gram model for twitter emojis

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Citation

Barbieri F, Ronzano F, Saggion H. What does this emoji mean? A vector space skip-gram model for twitter emojis. In: Calzolari N, Choukri K, Declerck T, et al, editors. Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC 2016); 2016 May 23-28; Portorož, Slovenia. Paris: European Language Resources Association (ELRA); 2016. p.3967-72.

Abstract

Emojis allow us to describe objects, situations and even feelings with small images, providing a visual and quick way to communicate. In this paper, we analyse emojis used in Twitter with distributional semantic models. We retrieve 10 millions tweets posted by USA users, and we build several skip gram word embedding models by mapping in the same vectorial space both words and emojis. We test our models with semantic similarity experiments, comparing the output of our models with human assessment. We also carry out an exhaustive qualitative evaluation, showing interesting results.

Description

Comunicació presentada a la Tenth International Conference on Language Resources and Evaluation (LREC 2016), celebrada els dies 23 a 28 de maig de 2016 a Portorož, Eslovènia.