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flair-pii-distilbert
beki/flair-pii-distilbert
flair-pii-distilbert is a token classification model from beki. Use it when you need labels on individual words, such as names. It is set up for flair. The card lists the license as mit.
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Repo size
800 MB
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4
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At a glance
- Task
- Token Classification
- Library
- flair
- License
- mit
- Access
- Public
- Created
- Oct 14, 2022
- Updated
- May 6, 2023
- SHA
- 20fb59f1
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Datasets
Model card
From the Hugging Face model README
| Feature | Description |
|---|---|
| Name | en_spacy_pii_distilbert |
| Version | 0.0.0 |
| spaCy | >=3.4.1,<3.5.0 |
| Default Pipeline | transformer, ner |
| Components | transformer, ner |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | Trained on a new dataset for structured PII generated by Privy. For more details, see this blog post |
| License | MIT |
| Author | Benjamin Kilimnik |
English PII in Flair
This is the large 5-class NER model for English trained on protocol trace data generated by Privy
F1-Score: 0.9522
Predicts 5 tags:
| tag | meaning |
|---|---|
| PER | person name |
| LOC | location name |
| ORG | organization name |
| DATE_TIME | dates and times |
| NRP | nationalities, religious and political groups |
Uses distilbert embeddings.
- Task
- Token Classification
- Library
- flair
- License
- mit
- Languages
- en
- Created
- Oct 14, 2022
- Updated
- May 6, 2023