jeanpoll commited on
Commit
5867026
1 Parent(s): 6de7397

New improved model trained on full dataset

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Files changed (2) hide show
  1. README.md +20 -17
  2. pytorch_model.bin +2 -2
README.md CHANGED
@@ -3,7 +3,7 @@ language: fr
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  datasets:
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  - Jean-Baptiste/wikiner_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.
@@ -11,7 +11,9 @@ widget:
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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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- Model was trained on subset of wikiner-fr dataset (~36 000 sentences)
 
 
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  ## How to use camembert-ner with HuggingFace
@@ -81,24 +83,25 @@ nlp("Apple est créée le 1er avril 1976 dans le garage de la maison d'enfance d
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  Global
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  ```
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- 'precision': 0.8830965723967158
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- 'recall': 0.8915789473684211
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- 'f1': 0.8873174883781837
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  ```
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  By entity
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  ```
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- 'LOC': {'precision': 0.8701754385964913,
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- 'recall': 0.8878281622911695,
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- 'f1': 0.8789131718842291},
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- 'MISC': {'precision': 0.831053901850362,
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- 'recall': 0.815955766192733,
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- 'f1': 0.823435631725787},
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- 'ORG': {'precision': 0.8620199146514936,
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- 'recall': 0.8335625859697386,
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- 'f1': 0.8475524475524475},
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- 'PER': {'precision': 0.9367143476376246,
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- 'recall': 0.9583148558758315,
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- 'f1': 0.947391494958}
 
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  ```
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  datasets:
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  - Jean-Baptiste/wikiner_fr
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  widget:
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+ - text: "Je m'appelle jean-baptiste et je vis à montréal"
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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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+ Model was trained on wikiner-fr dataset (~170 634 sentences).
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+ Model was validated on emails/chat data and surperformed other models on this type of data specifically.
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+ In particular the model seems to work better on entity that don't start with an upper case.
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  ## How to use camembert-ner with HuggingFace
 
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  Global
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  ```
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+ 'precision': 0.8859
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+ 'recall': 0.8971
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+ 'f1': 0.8914
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  ```
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  By entity
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  ```
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+ 'LOC': {'precision': 0.8905576596578294,
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+ 'recall': 0.900554675118859,
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+ 'f1': 0.8955282684352223},
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+ 'MISC': {'precision': 0.8175627240143369,
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+ 'recall': 0.8117437722419929,
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+ 'f1': 0.8146428571428571},
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+ 'ORG': {'precision': 0.8099480326651819,
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+ 'recall': 0.8265151515151515,
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+ 'f1': 0.8181477315335584},
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+ 'PER': {'precision': 0.9372509960159362,
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+ 'recall': 0.959812321501428,
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+ 'f1': 0.9483975005039308}
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+
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  ```
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pytorch_model.bin CHANGED
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