| 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,<3.5.0` | | |
| | **Default Pipeline** | `transformer`, `ner` | | |
| | **Components** | `transformer`, `ner` | | |
| | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) | | |
| | **Sources** | Trained on a new [dataset for structured PII](https://huggingface.co/datasets/beki/privy) generated by [Privy](https://github.com/pixie-io/pixie/tree/main/src/datagen/pii/privy) | | |
| | **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 | |