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--- |
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language: fr |
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widget: |
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- text: "Je m'appelle Jean-Baptiste et je vis à Paris" |
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--- |
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# camembert-ner: model fine-tuned from camemBERT for NER task. |
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## Introduction |
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[camembert-ner] is a NER model that was fine-tuned from camemBERT on wikiner-fr dataset |
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## How to use camembert-ner with HuggingFace |
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##### Load camembert-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("Jean-Baptiste/camembert-ner") |
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model = AutoModelForTokenClassification.from_pretrained("Jean-Baptiste/camembert-ner") |
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##### Process text sample (from wikipedia) |
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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("Apple est créée le 1er avril 1976 dans le garage de la maison d'enfance de Steve Jobs à Los Altos en Californie par Steve Jobs, Steve Wozniak et Ronald Wayne14, puis constituée sous forme de société le 3 janvier 1977 à l'origine sous le nom d'Apple Computer, mais pour ses 30 ans et pour refléter la diversification de ses produits, le mot « computer » est retiré le 9 janvier 2015.") |
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[{'entity_group': 'ORG', |
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'score': 0.9472818374633789, |
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'word': 'Apple', |
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'start': 0, |
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'end': 5}, |
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{'entity_group': 'PER', |
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'score': 0.9838564991950989, |
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'word': 'Steve Jobs', |
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'start': 74, |
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'end': 85}, |
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{'entity_group': 'LOC', |
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'score': 0.9831605950991312, |
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'word': 'Los Altos', |
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'start': 87, |
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'end': 97}, |
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{'entity_group': 'LOC', |
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'score': 0.9834540486335754, |
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'word': 'Californie', |
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'start': 100, |
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'end': 111}, |
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{'entity_group': 'PER', |
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'score': 0.9841555754343668, |
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'word': 'Steve Jobs', |
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'start': 115, |
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'end': 126}, |
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{'entity_group': 'PER', |
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'score': 0.9843501806259155, |
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'word': 'Steve Wozniak', |
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'start': 127, |
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'end': 141}, |
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{'entity_group': 'PER', |
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'score': 0.9841533899307251, |
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'word': 'Ronald Wayne', |
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'start': 144, |
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'end': 157}, |
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{'entity_group': 'ORG', |
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'score': 0.9468960364659628, |
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'word': 'Apple Computer', |
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'start': 243, |
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'end': 257}] |
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``` |
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## Authors |
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