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--- |
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language: ar |
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widget: |
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- text: "وإذا كان هناك من لا يزال يعتقد أن لبنان هو سويسرا الشرق ، فهو مخطئ إلى حد بعيد . فلبنان ليس سويسرا ، ولا يمكن أن يكون كذلك . لقد عاش اللبنانيون في هذا البلد منذ ما يزيد عن ألف وخمسمئة عام ، أي منذ تأسيس الإمارة الشهابية التي أسسها الأمير فخر الدين المعني الثاني ( 1697 - 1742 )" |
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--- |
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# AraGPT2 Detector |
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Machine generated detector model from the [AraGPT2: Pre-Trained Transformer for Arabic Language Generation paper](https://arxiv.org/abs/2012.15520) |
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This model is trained on the long text passages, and achieves a 99.4% F1-Score. |
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# How to use it: |
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```python |
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from transformers import pipeline |
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from arabert.preprocess import ArabertPreprocessor |
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processor = ArabertPreprocessor(model="aubmindlab/araelectra-base-discriminator") |
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pipe = pipeline("sentiment-analysis", model = "aubmindlab/aragpt2-mega-detector-long") |
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text = " " |
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text_prep = processor.preprocess(text) |
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result = pipe(text_prep) |
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# [{'label': 'machine-generated', 'score': 0.9977743625640869}] |
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``` |
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# If you used this model please cite us as : |
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``` |
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@misc{antoun2020aragpt2, |
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title={AraGPT2: Pre-Trained Transformer for Arabic Language Generation}, |
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author={Wissam Antoun and Fady Baly and Hazem Hajj}, |
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year={2020}, |
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eprint={2012.15520}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL} |
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} |
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``` |
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# Contacts |
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**Wissam Antoun**: [Linkedin](https://www.linkedin.com/in/wissam-antoun-622142b4/) | [Twitter](https://twitter.com/wissam_antoun) | [Github](https://github.com/WissamAntoun) | <wfa07@mail.aub.edu> | <wissam.antoun@gmail.com> |
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**Fady Baly**: [Linkedin](https://www.linkedin.com/in/fadybaly/) | [Twitter](https://twitter.com/fadybaly) | [Github](https://github.com/fadybaly) | <fgb06@mail.aub.edu> | <baly.fady@gmail.com> |
