MultiClinNER Models
Collection
Multi-Head CRF models for clinical Named Entity Recognition across 7 languages (CZ, EN, ES, IT, NL, RO, SV) plus multilingual and 3 entities. • 8 items • Updated • 1
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
# 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 |
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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 |
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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 |
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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 |
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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 |
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ufal-C64-H3-E60-Arandom-pct0.25-P0.2-123 |
ufal-C64-H3-E60-Arandom-%0.25-P0.2-123 |
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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 |
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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 |
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ufal-C64-H3-E60-Aukn-pct0.1-P0.5-42 |
ufal-C64-H3-E60-Aukn-%0.1-P0.5-42 |
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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 |
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