NLP-CIC at SemEval-2020 Task 9: Analysing sentiment in code-switching language using a simple deep-learning classifier
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Abstract (arXiv)
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.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 Sep 2020.
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Citing papers per year: 2022: 1; 2023: 1; 2024: 1; 2025: 2.
5 papers.
- 2023AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languagescited by 68
- 2022The Decades Progress on Code-Switching Research in NLP: A Systematic Survey on Trends and Challengescited by 35
- 2025Beyond Monolingual Assumptions: A Survey of Code-Switched NLP in the Era of Large Language Models across Modalitiescited by 4
- 2025RideKE: Leveraging Low-Resource, User-Generated Twitter Content for Sentiment and Emotion Detection in Kenyan Code-Switched Datasetcited by 2
- 2024Share What You Already Know: Cross-Language-Script Transfer and Alignment for Sentiment Detection in Code-Mixed Datacited by 0
- 2025Beyond Monolingual Assumptions: A Survey of Code-Switched NLP in the Era of Large Language Models across Modalities8 Oct 2025
- 2025RideKE: Leveraging Low-Resource, User-Generated Twitter Content for Sentiment and Emotion Detection in Kenyan Code-Switched Dataset10 Feb 2025
- 2024Share What You Already Know: Cross-Language-Script Transfer and Alignment for Sentiment Detection in Code-Mixed Data7 Feb 2024
- 2023AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languages17 Feb 2023
- 2022The Decades Progress on Code-Switching Research in NLP: A Systematic Survey on Trends and Challenges19 Dec 2022