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+---
+language: fr
+datasets:
+- Jean-Baptiste/wikiner_fr
+widget:
+- text: "Je m'appelle Jean-Baptiste et je vis à Paris"
+---
+
+# camembert-ner: model fine-tuned from camemBERT for NER task.
+
+## Introduction
+
+[camembert-ner] is a NER model that was fine-tuned from camemBERT on wikiner-fr dataset.
+Model was trained on subset of wikiner-fr dataset (~36 000 sentences)
+
+
+## How to use camembert-ner with HuggingFace
+
+##### Load camembert-ner and its sub-word tokenizer :
+
+```python
+from transformers import AutoTokenizer, AutoModelForTokenClassification
+
+tokenizer = AutoTokenizer.from_pretrained("Jean-Baptiste/camembert-ner")
+model = AutoModelForTokenClassification.from_pretrained("Jean-Baptiste/camembert-ner")
+
+
+##### Process text sample (from wikipedia)
+
+from transformers import pipeline
+
+nlp = pipeline('ner', model=model, tokenizer=tokenizer, grouped_entities=True)
+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.")
+
+
+[{'entity_group': 'ORG',
+  'score': 0.9472818374633789,
+  'word': 'Apple',
+  'start': 0,
+  'end': 5},
+ {'entity_group': 'PER',
+  'score': 0.9838564991950989,
+  'word': 'Steve Jobs',
+  'start': 74,
+  'end': 85},
+ {'entity_group': 'LOC',
+  'score': 0.9831605950991312,
+  'word': 'Los Altos',
+  'start': 87,
+  'end': 97},
+ {'entity_group': 'LOC',
+  'score': 0.9834540486335754,
+  'word': 'Californie',
+  'start': 100,
+  'end': 111},
+ {'entity_group': 'PER',
+  'score': 0.9841555754343668,
+  'word': 'Steve Jobs',
+  'start': 115,
+  'end': 126},
+ {'entity_group': 'PER',
+  'score': 0.9843501806259155,
+  'word': 'Steve Wozniak',
+  'start': 127,
+  'end': 141},
+ {'entity_group': 'PER',
+  'score': 0.9841533899307251,
+  'word': 'Ronald Wayne',
+  'start': 144,
+  'end': 157},
+ {'entity_group': 'ORG',
+  'score': 0.9468960364659628,
+  'word': 'Apple Computer',
+  'start': 243,
+  'end': 257}]
+
+```
+
+
+## Model performances (metric: seqeval)
+
+Global
+```
+'precision': 0.8830965723967158
+'recall': 0.8915789473684211
+'f1': 0.8873174883781837
+```
+
+By entity
+```
+'LOC': {'precision': 0.8701754385964913,
+        'recall': 0.8878281622911695,
+        'f1': 0.8789131718842291},
+'MISC': {'precision': 0.831053901850362,
+         'recall': 0.815955766192733,
+          'f1': 0.823435631725787},
+'ORG': {'precision': 0.8620199146514936,
+        'recall': 0.8335625859697386,
+         'f1': 0.8475524475524475},
+ 'PER': {'precision': 0.9367143476376246,
+         'recall': 0.9583148558758315,
+         'f1': 0.947391494958}
+ ```
+