metadata
tags:
- named-entity-recognition
- clinical-nlp
- multiclinner
- multi-head-crf
- token-classification
language:
- es
license: apache-2.0
MultiClinNER ES Models
Clinical NER models for ES, trained with Multi-Head CRF architecture.
Best Model
- Model:
lcampillos-C64-H3-E30-Aukn-%0.25-P0.2-42 - Best F1: 0.8071
- Branch:
main
Usage
# Load the best model (main branch)
from transformers import AutoTokenizer, AutoModelForTokenClassification
model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-ES")
tokenizer = AutoTokenizer.from_pretrained("IEETA/MultiClinNER-ES")
# Load a specific model variant
model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-ES", revision="BRANCH_NAME")
All Models (20 variants)
| Branch | Model | Best? |
|---|---|---|
main |
lcampillos-C64-H3-E30-Aukn-%0.25-P0.2-42 |
Yes |
lcampillos-C64-H3-E30-Arandom-pct0.1-P0.2-123 |
lcampillos-C64-H3-E30-Arandom-%0.1-P0.2-123 |
|
lcampillos-C64-H3-E30-Arandom-pct0.1-P0.2-42 |
lcampillos-C64-H3-E30-Arandom-%0.1-P0.2-42 |
|
lcampillos-C64-H3-E30-Arandom-pct0.1-P0.2-456 |
lcampillos-C64-H3-E30-Arandom-%0.1-P0.2-456 |
|
lcampillos-C64-H3-E30-Arandom-pct0.1-P0.2-999 |
lcampillos-C64-H3-E30-Arandom-%0.1-P0.2-999 |
|
lcampillos-C64-H3-E30-Arandom-pct0.1-P0.5-123 |
lcampillos-C64-H3-E30-Arandom-%0.1-P0.5-123 |
|
lcampillos-C64-H3-E30-Arandom-pct0.1-P0.5-42 |
lcampillos-C64-H3-E30-Arandom-%0.1-P0.5-42 |
|
lcampillos-C64-H3-E30-Arandom-pct0.1-P0.5-456 |
lcampillos-C64-H3-E30-Arandom-%0.1-P0.5-456 |
|
lcampillos-C64-H3-E30-Arandom-pct0.1-P0.5-999 |
lcampillos-C64-H3-E30-Arandom-%0.1-P0.5-999 |
|
lcampillos-C64-H3-E30-Aukn-pct0.1-P0.5-123 |
lcampillos-C64-H3-E30-Aukn-%0.1-P0.5-123 |
|
lcampillos-C64-H3-E30-Aukn-pct0.1-P0.5-42 |
lcampillos-C64-H3-E30-Aukn-%0.1-P0.5-42 |
|
lcampillos-C64-H3-E30-Aukn-pct0.1-P0.5-456 |
lcampillos-C64-H3-E30-Aukn-%0.1-P0.5-456 |
|
lcampillos-C64-H3-E30-Aukn-pct0.1-P0.5-999 |
lcampillos-C64-H3-E30-Aukn-%0.1-P0.5-999 |
|
lcampillos-C64-H3-E30-Aukn-pct0.25-P0.2-123 |
lcampillos-C64-H3-E30-Aukn-%0.25-P0.2-123 |
|
lcampillos-C64-H3-E30-Aukn-pct0.25-P0.2-456 |
lcampillos-C64-H3-E30-Aukn-%0.25-P0.2-456 |
|
lcampillos-C64-H3-E30-Aukn-pct0.25-P0.2-999 |
lcampillos-C64-H3-E30-Aukn-%0.25-P0.2-999 |
|
lcampillos-C64-H3-E30-Aukn-pct0.25-P0.5-123 |
lcampillos-C64-H3-E30-Aukn-%0.25-P0.5-123 |
|
lcampillos-C64-H3-E30-Aukn-pct0.25-P0.5-42 |
lcampillos-C64-H3-E30-Aukn-%0.25-P0.5-42 |
|
lcampillos-C64-H3-E30-Aukn-pct0.25-P0.5-456 |
lcampillos-C64-H3-E30-Aukn-%0.25-P0.5-456 |
|
lcampillos-C64-H3-E30-Aukn-pct0.25-P0.5-999 |
lcampillos-C64-H3-E30-Aukn-%0.25-P0.5-999 |