riaz.somc/transformers
1
0
Fork 0
mirror of https://github.com/huggingface/transformers.git synced 2025-07-31 10:12:23 +06:00
Code Issues Actions 23 Packages Projects Releases Wiki Activity

Create README.md (#7436)

Browse Source 
* Create README.md

MagBERT-NER : Added widget (Text)

* Rename model_cards/README.md to model_cards/TypicaAI/magbert-ner/README.md
This commit is contained in:
Typicasoft 2020-09-28 18:25:25 -04:00 committed by GitHub
parent a1a8ffa512
commit 671b278e25
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
1 changed files with 55 additions and 0 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

55
model_cards/TypicaAI/magbert-ner/README.md Normal file
View File

@ -0,0 +1,55 @@
---
language: fr
widget:
- text: "Je m'appelle Hicham et je vis a Fès"
---
# MagBERT-NER: a state-of-the-art NER model for Moroccan French language (Maghreb)
## Introduction
[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).
For further information or requests, please go to [Typica.AI Website](https://typicasoft.io/)
## How to use MagBERT-NER with HuggingFace
##### Load MagBERT-NER and its sub-word tokenizer :
```python
from transformers import AutoTokenizer, AutoModelForTokenClassification
tokenizer = AutoTokenizer.from_pretrained("TypicaAI/magbert-ner")
model = AutoModelForTokenClassification.from_pretrained("TypicaAI/magbert-ner")
##### Process text sample (from wikipedia about the current Prime Minister of Morocco) Using NER pipeline
from transformers import pipeline
nlp = pipeline('ner', model=model, tokenizer=tokenizer, grouped_entities=True)
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")
#[{'entity_group': 'I-PERSON',
# 'score': 0.8941445276141167,
# 'word': 'Saad Dine El Otmani'},
# {'entity_group': 'B-DATE',
# 'score': 0.5967703461647034,
# 'word': '16 janvier 1956'},
# {'entity_group': 'B-GPE', 'score': 0.7160899192094803, 'word': 'Inezgane'},
# {'entity_group': 'B-NORP', 'score': 0.7971733212471008, 'word': 'marocain'},
# {'entity_group': 'B-GPE', 'score': 0.8921478390693665, 'word': 'Maroc'},
# {'entity_group': 'B-DATE',
# 'score': 0.5760444005330404,
# 'word': '5 avril 2017'}]
```
```
## Authors
MagBert-NER was trained and evaluated by Hicham Assoudi, Ph.D.