metadata
tags:
- named-entity-recognition
- clinical-nlp
- multiclinner
- multi-head-crf
- token-classification
language:
- multilingual
license: apache-2.0
MultiClinNER Multilingual Models
Multilingual clinical NER models trained on all 7 languages (CZ, EN, ES, IT, NL, RO, SV).
Best Model
- Model:
FacebookAI-xlm-roberta-large-C64-H3-E3-Arandom-%0.25-P0.2-42 - Branch:
main
Usage
# Load the best model (main branch)
from transformers import AutoTokenizer, AutoModelForTokenClassification
model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-MIXED")
tokenizer = AutoTokenizer.from_pretrained("IEETA/MultiClinNER-MIXED")
# Load a specific model variant
model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-MIXED", revision="BRANCH_NAME")
All Models (7 variants)
| Branch | Model | Best? |
|---|---|---|
main |
FacebookAI-xlm-roberta-large-C64-H3-E3-Arandom-%0.25-P0.2-42 |
Yes |
FacebookAI-xlm-roberta-large-C64-H3-E3-Arandom-pct0.25-P0.2-123 |
FacebookAI-xlm-roberta-large-C64-H3-E3-Arandom-%0.25-P0.2-123 |
|
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-pct0.1-P0.2-42 |
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-%0.1-P0.2-42 |
|
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-pct0.25-P0.2-123 |
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-%0.25-P0.2-123 |
|
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-pct0.25-P0.2-42 |
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-%0.25-P0.2-42 |
|
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-pct0.25-P0.5-123 |
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-%0.25-P0.5-123 |
|
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-pct0.25-P0.5-42 |
FacebookAI-xlm-roberta-large-C64-H3-E3-Aukn-%0.25-P0.5-42 |