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Readme.md ADDED
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+ ---
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+ language: ar
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+
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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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+
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+ # AraGPT2 Detector
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+
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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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+
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+ This model is trained on the long text passages, and achieves a 99.4% F1-Score.
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+
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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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+
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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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+
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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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+
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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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+
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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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+
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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>
config.json ADDED
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+ {
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+ "_name_or_path": "aubmindlab/aragpt2-mega-detector-long",
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+ "architectures": [
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+ "ElectraForSequenceClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "embedding_size": 768,
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+ "generator_hidden_size": 0.33333,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "machine-generated",
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+ "1": "human-written"
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+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "human-written": 1,
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+ "machine-generated": 0
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "max_position_embeddings": 512,
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+ "model_type": "electra",
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 0,
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+ "position_embedding_type": "absolute",
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+ "summary_activation": "gelu",
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+ "summary_last_dropout": 0.1,
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+ "summary_type": "first",
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+ "summary_use_proj": true,
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+ "transformers_version": "4.3.3",
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+ "type_vocab_size": 2,
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+ "vocab_size": 64000
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+ }
pytorch_model.bin ADDED
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special_tokens_map.json ADDED
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+ {"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
tokenizer_config.json ADDED
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+ {"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "max_len": 512, "do_basic_tokenize": true, "never_split": ["[بريد]", "[مستخدم]", "[رابط]"], "special_tokens_map_file": null, "name_or_path": "aubmindlab/araelectra-base-discriminator"}
vocab.txt ADDED
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