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IEETA/MultiClinNER-IT

sourceHugging Faceapache-2.0updated 5mo agoView on Hugging Face
0likes14downloads
Model Card

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)

BranchModelBest?
mainIVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-42Yes
IVN-RIN-C64-H1-E60-Arandom-pct0.1-P0.2-123IVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-123
IVN-RIN-C64-H1-E60-Arandom-pct0.1-P0.2-456IVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-456
IVN-RIN-C64-H1-E60-Arandom-pct0.1-P0.2-999IVN-RIN-C64-H1-E60-Arandom-%0.1-P0.2-999
IVN-RIN-C64-H1-E60-Arandom-pct0.25-P0.5-123IVN-RIN-C64-H1-E60-Arandom-%0.25-P0.5-123
IVN-RIN-C64-H1-E60-Arandom-pct0.25-P0.5-42IVN-RIN-C64-H1-E60-Arandom-%0.25-P0.5-42
IVN-RIN-C64-H1-E60-Arandom-pct0.25-P0.5-456IVN-RIN-C64-H1-E60-Arandom-%0.25-P0.5-456
IVN-RIN-C64-H1-E60-Aukn-pct0.1-P0.5-123IVN-RIN-C64-H1-E60-Aukn-%0.1-P0.5-123
IVN-RIN-C64-H1-E60-Aukn-pct0.1-P0.5-42IVN-RIN-C64-H1-E60-Aukn-%0.1-P0.5-42
IVN-RIN-C64-H1-E60-Aukn-pct0.1-P0.5-456IVN-RIN-C64-H1-E60-Aukn-%0.1-P0.5-456
IVN-RIN-C64-H1-E60-Aukn-pct0.25-P0.5-123IVN-RIN-C64-H1-E60-Aukn-%0.25-P0.5-123
IVN-RIN-C64-H1-E60-Aukn-pct0.25-P0.5-42IVN-RIN-C64-H1-E60-Aukn-%0.25-P0.5-42
IVN-RIN-C64-H1-E60-Aukn-pct0.25-P0.5-456IVN-RIN-C64-H1-E60-Aukn-%0.25-P0.5-456
IVN-RIN-C64-H1-E60-Aukn-pct0.25-P0.5-999IVN-RIN-C64-H1-E60-Aukn-%0.25-P0.5-999