| | --- |
| | tags: |
| | - spacy |
| | - token-classification |
| | language: |
| | - en |
| | model-index: |
| | - name: en_spacy_pii_distilbert |
| | results: |
| | - task: |
| | name: NER |
| | type: token-classification |
| | metrics: |
| | - name: NER Precision |
| | type: precision |
| | value: 0.9530385872 |
| | - name: NER Recall |
| | type: recall |
| | value: 0.9554103008 |
| | - name: NER F Score |
| | type: f_score |
| | value: 0.9542229703 |
| | widget: |
| | - text: >- |
| | SELECT shipping FROM users WHERE shipping = '201 Thayer St Providence RI |
| | 02912' |
| | datasets: |
| | - beki/privy |
| | --- |
| | | Feature | Description | |
| | | --- | --- | |
| | | **Name** | `en_spacy_pii_distilbert` | |
| | | **Version** | `0.0.0` | |
| | | **spaCy** | `>=3.4.1,<=3.8.2` | |
| | | **Default Pipeline** | `transformer`, `ner` | |
| | | **Components** | `transformer`, `ner` | |
| | | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) | |
| | | **Sources** | Trained on a new [dataset for structured PII](https://huggingface.co/datasets/beki/privy) generated by [Privy](https://github.com/pixie-io/pixie/tree/main/src/datagen/pii/privy). For more details, see this [blog post](https://blog.px.dev/detect-pii/) | |
| | | **License** | MIT | |
| | | **Author** | [Benjamin Kilimnik](https://www.linkedin.com/in/benkilimnik/) | |
| |
|
| | ### Label Scheme |
| |
|
| | <details> |
| |
|
| | <summary>View label scheme (5 labels for 1 components)</summary> |
| |
|
| | | Component | Labels | |
| | | --- | --- | |
| | | **`ner`** | `DATE_TIME`, `LOC`, `NRP`, `ORG`, `PER` | |
| |
|
| | </details> |
| |
|
| | ### Accuracy |
| |
|
| | | Type | Score | |
| | | --- | --- | |
| | | `ENTS_F` | 95.42 | |
| | | `ENTS_P` | 95.30 | |
| | | `ENTS_R` | 95.54 | |
| | | `TRANSFORMER_LOSS` | 61154.85 | |
| | | `NER_LOSS` | 56001.88 | |
