Marian Basti

marianbasti

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reacted to mmaguero's post with πŸ‘ 7 days ago
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πŸš€ Multidimensional Affective Analysis for Guarani/Jopara! 🌎

This project explored affective computing for low-resource languages, focusing on emotion recognition, humor detection, and offensive language identification in Guarani and Jopara (a code-switching mix of Guarani and Spanish).

Highlights:
🧡 Corpora:
- Emotion Recognition
- Humor Detection
- Offensive Language Identification
πŸ’» Base Models for Fine-Tuning (trained on Guarani Wiki):
- From scratch: BERT-based tiny, small, base and large models
- Continuously pre-trained models: Multilingual-BERT and BETO
πŸ““ Baseline Notebooks:
- Fine-tuning BERT-based models
- NCRF++ models via GitHub

πŸ’‘ Check the repo!
https://github.com/mmaguero/guarani-multi-affective-analysis

πŸ“– Check out the publication here:
- https://digibug.ugr.es/handle/10481/98843
- https://link.springer.com/article/10.1007/s12559-023-10165-0

#NLP #AffectiveComputing #LowResourceLanguages #Guarani #Jopara #SentimentAnalysis #AIForAll