Diego Vargas
dzarkv
·
AI & ML interests
NLP
Recent Activity
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about 2 months ago
**Release Announcement: gliner_multi_pii-v1**
I am pleased to announce the release of gliner_multi_pii-v1, a model developed for recognizing a wide range of Personally Identifiable Information (PII). This model is the result of fine-tuning the urchade/gliner_multi-v2.1 on synthetic dataset (urchade/synthetic-pii-ner-mistral-v1).
**Model Features:**
- Capable of identifying multiple PII types including addresses, passport numbers, emails, social security numbers, and more.
- Designed to assist with data protection and compliance across various domains.
- Multilingual (English, French, Spanish, German, Italian, Portugese)
Link: https://huggingface.co/urchade/gliner_multi_pii-v1
```python
from gliner import GLiNER
model = GLiNER.from_pretrained("urchade/gliner_multi_pii-v1")
text = """
Harilala Rasoanaivo, un homme d'affaires local d'Antananarivo, a enregistré une nouvelle société nommée "Rasoanaivo Enterprises" au Lot II M 92 Antohomadinika. Son numéro est le +261 32 22 345 67, et son adresse électronique est [email protected]. Il a fourni son numéro de sécu 501-02-1234 pour l'enregistrement.
"""
labels = ["work", "booking number", "personally identifiable information", "driver licence", "person", "address", "company", "email", "passport number", "Social Security Number", "phone number"]
entities = model.predict_entities(text, labels)
for entity in entities:
print(entity["text"], "=>", entity["label"])
```
```
Harilala Rasoanaivo => person
Rasoanaivo Enterprises => company
Lot II M 92 Antohomadinika => full address
+261 32 22 345 67 => phone number
[email protected] => email
501-02-1234 => Social Security Number
```
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