---
tags:
  - named-entity-recognition
  - clinical-nlp
  - multiclinner
  - multi-head-crf
  - token-classification
language:
  - cz
license: apache-2.0
---

# MultiClinNER CZ Models

Clinical NER models for CZ, trained with Multi-Head CRF architecture.

## Best Model

- **Model**: `ufal-C64-H3-E60-Arandom-%0.1-P0.5-42`
- **Best F1**: 0.6998
- **Branch**: `main`

## Usage

```python
# Load the best model (main branch)
from transformers import AutoTokenizer, AutoModelForTokenClassification

model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-CZ")
tokenizer = AutoTokenizer.from_pretrained("IEETA/MultiClinNER-CZ")

# Load a specific model variant
model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-CZ", revision="BRANCH_NAME")
```

## All Models (20 variants)

| Branch | Model | Best? |
|--------|-------|-------|
| `main` | `ufal-C64-H3-E60-Arandom-%0.1-P0.5-42` | **Yes** |
| `ufal-C64-H1-E60-Arandom-pct0.25-P0.5-123` | `ufal-C64-H1-E60-Arandom-%0.25-P0.5-123` |  |
| `ufal-C64-H1-E60-Arandom-pct0.25-P0.5-42` | `ufal-C64-H1-E60-Arandom-%0.25-P0.5-42` |  |
| `ufal-C64-H1-E60-Arandom-pct0.25-P0.5-456` | `ufal-C64-H1-E60-Arandom-%0.25-P0.5-456` |  |
| `ufal-C64-H1-E60-Arandom-pct0.25-P0.5-999` | `ufal-C64-H1-E60-Arandom-%0.25-P0.5-999` |  |
| `ufal-C64-H3-E60-Anone-pct0.2-P0.5-123` | `ufal-C64-H3-E60-Anone-%0.2-P0.5-123` |  |
| `ufal-C64-H3-E60-Anone-pct0.2-P0.5-42` | `ufal-C64-H3-E60-Anone-%0.2-P0.5-42` |  |
| `ufal-C64-H3-E60-Anone-pct0.2-P0.5-456` | `ufal-C64-H3-E60-Anone-%0.2-P0.5-456` |  |
| `ufal-C64-H3-E60-Anone-pct0.2-P0.5-999` | `ufal-C64-H3-E60-Anone-%0.2-P0.5-999` |  |
| `ufal-C64-H3-E60-Arandom-pct0.1-P0.5-123` | `ufal-C64-H3-E60-Arandom-%0.1-P0.5-123` |  |
| `ufal-C64-H3-E60-Arandom-pct0.1-P0.5-456` | `ufal-C64-H3-E60-Arandom-%0.1-P0.5-456` |  |
| `ufal-C64-H3-E60-Arandom-pct0.1-P0.5-999` | `ufal-C64-H3-E60-Arandom-%0.1-P0.5-999` |  |
| `ufal-C64-H3-E60-Arandom-pct0.25-P0.2-123` | `ufal-C64-H3-E60-Arandom-%0.25-P0.2-123` |  |
| `ufal-C64-H3-E60-Arandom-pct0.25-P0.2-42` | `ufal-C64-H3-E60-Arandom-%0.25-P0.2-42` |  |
| `ufal-C64-H3-E60-Arandom-pct0.25-P0.2-456` | `ufal-C64-H3-E60-Arandom-%0.25-P0.2-456` |  |
| `ufal-C64-H3-E60-Arandom-pct0.25-P0.2-999` | `ufal-C64-H3-E60-Arandom-%0.25-P0.2-999` |  |
| `ufal-C64-H3-E60-Aukn-pct0.1-P0.5-123` | `ufal-C64-H3-E60-Aukn-%0.1-P0.5-123` |  |
| `ufal-C64-H3-E60-Aukn-pct0.1-P0.5-42` | `ufal-C64-H3-E60-Aukn-%0.1-P0.5-42` |  |
| `ufal-C64-H3-E60-Aukn-pct0.1-P0.5-456` | `ufal-C64-H3-E60-Aukn-%0.1-P0.5-456` |  |
| `ufal-C64-H3-E60-Aukn-pct0.1-P0.5-999` | `ufal-C64-H3-E60-Aukn-%0.1-P0.5-999` |  |