Post
1568
🚀 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
💻 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
📓 Baseline Notebooks:
- Fine-tuning BERT-based models
- NCRF++ models via GitHub
💡 Check the repo!
https://github.com/mmaguero/guarani-multi-affective-analysis
📖 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
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
💻 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
📓 Baseline Notebooks:
- Fine-tuning BERT-based models
- NCRF++ models via GitHub
💡 Check the repo!
https://github.com/mmaguero/guarani-multi-affective-analysis
📖 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
