| language: | |
| - en | |
| license: mit | |
| tags: | |
| - ner | |
| - named-entity-recognition | |
| - early-modern-english | |
| - historical-texts | |
| - lora | |
| - peft | |
| base_model: Qwen/Qwen3-4B-Instruct-2507 | |
| # EarlyModernNER Adapters | |
| LoRA adapters for Named Entity Recognition in Early Modern English documents (1500-1800). | |
| ## Adapters | |
| | Adapter | Entity Type | Precision | Recall | F1 | | |
| |---------|-------------|-----------|--------|-----| | |
| | `toponym_lora` | Place names | 0.93 | 0.82 | 0.87 | | |
| | `person_lora` | People | 0.93 | 0.69 | 0.80 | | |
| | `organization_lora` | Institutions | 0.93 | 0.46 | 0.62 | | |
| | `commodity_lora` | Trade goods | 0.85 | 0.80 | 0.83 | | |
| ## Usage | |
| These adapters are used by the [EarlyModernNER](https://github.com/polayj/earlymodernner) package: | |
| ```bash | |
| pip install earlymodernner | |
| python -m earlymodernner --input your_docs/ --output results.jsonl | |
| ``` | |
| Adapters are automatically downloaded on first use. | |
| ## Base Model | |
| All adapters are trained on **Qwen/Qwen3-4B-Instruct-2507** using QLoRA (4-bit quantization). | |
| ## License | |
| MIT License | |
| ## Author | |
| Jacob Polay, University of Saskatchewan | |