GuaranIA
📊
GuaranIA
non-profit
AI & ML interests
corpora, low-resource-languages, guarani, LLM, GenAI
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mmaguero
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18 days ago
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18 days ago
Post
1507
🚀 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
Post
652
🆕 Exciting News! Introducing the Guarani LLMs Collection 🆕
We are thrilled to present a dedicated collection for Guarani language LLMs, designed to support and advance natural language processing for the Guarani-speaking community. Check them out below.
Explore the models and contribute to the growing ecosystem of Guarani language technology!
👉 Discover the Guarani LLMs Collection: mmaguero/guarani-llms-66642df49f5a0b32295004bf
#NLP #Guarani #LanguageModels #AI #MachineLearning #HuggingFace #BERT #XLM #LanguageTech
We are thrilled to present a dedicated collection for Guarani language LLMs, designed to support and advance natural language processing for the Guarani-speaking community. Check them out below.
Explore the models and contribute to the growing ecosystem of Guarani language technology!
👉 Discover the Guarani LLMs Collection: mmaguero/guarani-llms-66642df49f5a0b32295004bf
#NLP #Guarani #LanguageModels #AI #MachineLearning #HuggingFace #BERT #XLM #LanguageTech