A model which is jointly trained and fine-tuned on Quran, Saheefa and nahj-al-balaqa. All Datasets are available Here. Code will be available soon ...
Some Examples for filling the mask:
ذَلِكَ [MASK] لَا رَيْبَ فِيهِ هُدًى لِلْمُتَّقِينَ
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يَا أَيُّهَا النَّاسُ اعْبُدُوا رَبَّكُمُ الَّذِي خَلَقَكُمْ وَالَّذِينَ مِنْ قَبْلِكُمْ لَعَلَّكُمْ [MASK]
This model is fine-tuned on 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.