IEETA/MultiClinNER-ES

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