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--- |
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language: fr |
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widget: |
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- text: Je m'appelle Hicham et je vis a Fès |
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license: apache-2.0 |
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base_model: |
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- TypicaAI/magbert-lm |
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tags: |
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- morocco |
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--- |
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# MagBERT-NER: a state-of-the-art NER model for Moroccan French language (Maghreb) |
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## Introduction |
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[MagBERT-NER] is a state-of-the-art NER model for Moroccan French language (Maghreb). The MagBERT-NER model was fine-tuned for NER Task based the language model for French Camembert (based on the RoBERTa architecture). |
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For further information or requests, please visite our website at [typica.ai Website](https://typica.ai/) or send us an email at [email protected] |
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## How to use MagBERT-NER with HuggingFace |
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##### Load MagBERT-NER and its sub-word tokenizer : |
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```python |
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from transformers import AutoTokenizer, AutoModelForTokenClassification |
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tokenizer = AutoTokenizer.from_pretrained("TypicaAI/magbert-ner") |
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model = AutoModelForTokenClassification.from_pretrained("TypicaAI/magbert-ner") |
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##### Process text sample (from wikipedia about the current Prime Minister of Morocco) Using NER pipeline |
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from transformers import pipeline |
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nlp = pipeline('ner', model=model, tokenizer=tokenizer, grouped_entities=True) |
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nlp("Saad Dine El Otmani, né le 16 janvier 1956 à Inezgane, est un homme d'État marocain, chef du gouvernement du Maroc depuis le 5 avril 2017") |
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#[{'entity_group': 'I-PERSON', |
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# 'score': 0.8941445276141167, |
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# 'word': 'Saad Dine El Otmani'}, |
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# {'entity_group': 'B-DATE', |
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# 'score': 0.5967703461647034, |
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# 'word': '16 janvier 1956'}, |
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# {'entity_group': 'B-GPE', 'score': 0.7160899192094803, 'word': 'Inezgane'}, |
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# {'entity_group': 'B-NORP', 'score': 0.7971733212471008, 'word': 'marocain'}, |
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# {'entity_group': 'B-GPE', 'score': 0.8921478390693665, 'word': 'Maroc'}, |
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# {'entity_group': 'B-DATE', |
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# 'score': 0.5760444005330404, |
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# 'word': '5 avril 2017'}] |
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``` |
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## Authors |
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MagBert-NER Model was trained by Hicham Assoudi, Ph.D. |
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For any questions, comments you can contact me at [email protected] |
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## Citation |
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If you use our work, please cite: |
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Hicham Assoudi, Ph.D., MagBERT-NER: a state-of-the-art NER model for Moroccan French language (Maghreb), (2020) |
