README.md

---
license: gpl-2.0
language: ar
---
A model which is jointly trained and fine-tuned on Quran, Saheefa and nahj-al-balaqa. All Datasets are available [Here](https://github.com/language-ml/course-nlp-ir-1-text-exploring/tree/main/exploring-datasets/religious_text). Code will be available soon ...

Some Examples for filling the mask:

- ```
ذَلِكَ [MASK] لَا رَيْبَ فِيهِ هُدًى لِلْمُتَّقِينَ
```
- ```
يَا أَيُّهَا النَّاسُ اعْبُدُوا رَبَّكُمُ الَّذِي خَلَقَكُمْ وَالَّذِينَ مِنْ قَبْلِكُمْ لَعَلَّكُمْ [MASK]
```

This model is fine-tuned on [Bert Base Arabic](https://huggingface.co/asafaya/bert-base-arabic) for 30 epochs. We have used `Masked Language Modeling` to fine-tune the model. Also, after each 5 epochs, we have completely masked the words again for the model to learn the embeddings very well and not overfit the data.