Added model file - CallmeMehdi

assets/docs/callmemehdi/callmemehdi.md

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+# Publisher callmemehdi
+Mehdi Mabrouki.
+
+[![Icon URL]](https://avatars.githubusercontent.com/u/47258917?v=4)
+
+## Details
+Mehdi Mabrouki ([@CallmeMehdi](https://github.com/CallmeMehdi)).
+A Tunisian Software Engineer and Artificial Intelligence enthusiast, interested in Machine and Deep Learning.
+Google Summer of Code 2021 participant.
+
+**GitHub:** [@CallmeMehdi](https://github.com/CallmeMehdi)\
+**LinkedIn:** [Mehdi Mabrouki](https://www.linkedin.com/in/mehdimabrouki/)\
+**Personal Website:** [portfolio](https://portfolio.callmemehdi.vercel.app/)

assets/docs/callmemehdi/models/AraBERT/1.md

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+# Module callmemehdi/arabert/1
+
+AraBERT is an Arabic pretrained lanaguage model based on Google's BERT architechture.
+
+<!-- asset-path: https://gsoctfarabert.web.app/arabert.tar.gz -->
+<!-- task: text-embedding -->
+<!-- fine-tunable: true -->
+<!-- format: saved_model_2 -->
+<!-- license: custom -->
+
+## Overview
+
+These results are obtained from pre-training BERT specifically for the Arabic language in the pursuit of achieving the same success that BERT did for the English language.The performance of AraBERT is compared to multilingual BERT from Google and other state-of-the-art approaches
+
+## Performance
+
+Performance of AraBERT on Arabic downstreamtasks compared to mBERT
+Results:
+
+ Task | metric | mBERT | AraBERT
+------|--------|------ | -------
+SA (HARD)        | Acc.   | 95.7  | 96.1
+SA (ASTD)        | Acc.   | 80.1  | 96.5
+SA (ArsenTD-Lev) | Acc.   | 51.0  | 59.4
+SA (AJGT)        | Acc.   | 83.6  | 93.8
+SA (LABR)        | Acc.   | 83.0  | 86.7
+NER (ANERcorp) | macro-F1   | 78.4  | 81.9
+QA (ARCD) | macro-F1   | 61.3  | 62.7
+
+
+## Reference
+
+```
+@inproceedings{antoun2020arabert,
+  title={AraBERT: Transformer-based Model for Arabic Language Understanding},
+  author={Antoun, Wissam and Baly, Fady and Hajj, Hazem},
+  booktitle={LREC 2020 Workshop Language Resources and Evaluation Conference 11--16 May 2020},
+  pages={9}
+}
+```
+
+## License
+
+[SOFTWARE LICENSE AGREEMENT - AraBERT](https://github.com/snakers4/silero-models/blob/master/LICENSE)