NLP-CIC at SemEval-2020 Task 9: Analysing sentiment in code-switching language using a simple deep-learning classifier

Jason Angel, Segun Taofeek Aroyehun, Antonio Tamayo, Alexander Gelbukh

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

10 Citas (Scopus)

Resumen

Code-switching is a phenomenon in which two or more languages are used in the same message. Nowadays, it is quite common to find messages with languages mixed in social media. This phenomenon presents a challenge for sentiment analysis. In this paper, we use a standard convolutional neural network model to predict the sentiment of tweets in a blend of Spanish and English languages. Our simple approach achieved a F1-score of 0.71 on test set on the competition. We analyze our best model capabilities and perform error analysis to expose important difficulties for classifying sentiment in a code-switching setting.

Idioma originalInglés
Título de la publicación alojada14th International Workshops on Semantic Evaluation, SemEval 2020 - co-located 28th International Conference on Computational Linguistics, COLING 2020, Proceedings
EditoresAurelie Herbelot, Xiaodan Zhu, Alexis Palmer, Nathan Schneider, Jonathan May, Ekaterina Shutova
EditorialInternational Committee for Computational Linguistics
Páginas957-962
Número de páginas6
ISBN (versión digital)9781952148316
EstadoPublicada - 2020
Evento14th International Workshops on Semantic Evaluation, SemEval 2020 - Barcelona, Espana
Duración: 12 dic. 202013 dic. 2020

Serie de la publicación

Nombre14th International Workshops on Semantic Evaluation, SemEval 2020 - co-located 28th International Conference on Computational Linguistics, COLING 2020, Proceedings

Conferencia

Conferencia14th International Workshops on Semantic Evaluation, SemEval 2020
País/TerritorioEspana
CiudadBarcelona
Período12/12/2013/12/20

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