| --- |
| tags: |
| - named-entity-recognition |
| - clinical-nlp |
| - multiclinner |
| - multi-head-crf |
| - token-classification |
| language: |
| - it |
| license: apache-2.0 |
| --- |
| |
| # MultiClinNER IT Models |
|
|
| Clinical NER models for IT, trained with Multi-Head CRF architecture. |
|
|
| ## Best Model |
|
|
| - **Model**: `IVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-42` |
| - **Best F1**: 0.7062 |
| - **Branch**: `main` |
|
|
| ## Usage |
|
|
| ```python |
| # Load the best model (main branch) |
| from transformers import AutoTokenizer, AutoModelForTokenClassification |
| |
| model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-IT") |
| tokenizer = AutoTokenizer.from_pretrained("IEETA/MultiClinNER-IT") |
| |
| # Load a specific model variant |
| model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-IT", revision="BRANCH_NAME") |
| ``` |
|
|
| ## All Models (14 variants) |
|
|
| | Branch | Model | Best? | |
| |--------|-------|-------| |
| | `main` | `IVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-42` | **Yes** | |
| | `IVN-RIN-C64-H1-E60-Arandom-pct0.1-P0.2-123` | `IVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-123` | | |
| | `IVN-RIN-C64-H1-E60-Arandom-pct0.1-P0.2-456` | `IVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-456` | | |
| | `IVN-RIN-C64-H1-E60-Arandom-pct0.1-P0.2-999` | `IVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-999` | | |
| | `IVN-RIN-C64-H1-E60-Arandom-pct0.25-P0.5-123` | `IVN-RIN-C64-H1-E60-Arandom-%0.25-P0.5-123` | | |
| | `IVN-RIN-C64-H1-E60-Arandom-pct0.25-P0.5-42` | `IVN-RIN-C64-H1-E60-Arandom-%0.25-P0.5-42` | | |
| | `IVN-RIN-C64-H1-E60-Arandom-pct0.25-P0.5-456` | `IVN-RIN-C64-H1-E60-Arandom-%0.25-P0.5-456` | | |
| | `IVN-RIN-C64-H1-E60-Aukn-pct0.1-P0.5-123` | `IVN-RIN-C64-H1-E60-Aukn-%0.1-P0.5-123` | | |
| | `IVN-RIN-C64-H1-E60-Aukn-pct0.1-P0.5-42` | `IVN-RIN-C64-H1-E60-Aukn-%0.1-P0.5-42` | | |
| | `IVN-RIN-C64-H1-E60-Aukn-pct0.1-P0.5-456` | `IVN-RIN-C64-H1-E60-Aukn-%0.1-P0.5-456` | | |
| | `IVN-RIN-C64-H1-E60-Aukn-pct0.25-P0.5-123` | `IVN-RIN-C64-H1-E60-Aukn-%0.25-P0.5-123` | | |
| | `IVN-RIN-C64-H1-E60-Aukn-pct0.25-P0.5-42` | `IVN-RIN-C64-H1-E60-Aukn-%0.25-P0.5-42` | | |
| | `IVN-RIN-C64-H1-E60-Aukn-pct0.25-P0.5-456` | `IVN-RIN-C64-H1-E60-Aukn-%0.25-P0.5-456` | | |
| | `IVN-RIN-C64-H1-E60-Aukn-pct0.25-P0.5-999` | `IVN-RIN-C64-H1-E60-Aukn-%0.25-P0.5-999` | | |
|
|
