A Dataset for N-ary Relation Extraction of Drug Combinations
Paper • 2205.02289 • Published
How to use allenai/drug-combo-classifier-pubmedbert-dapt with Transformers:
# Load model directly
from transformers import AutoTokenizer, BertForRelation
tokenizer = AutoTokenizer.from_pretrained("allenai/drug-combo-classifier-pubmedbert-dapt")
model = BertForRelation.from_pretrained("allenai/drug-combo-classifier-pubmedbert-dapt")This is the baseline model used in most experiments in the paper "A Dataset for N-ary Relation Extraction of Drug Combinations".
(for just the domain-adapted masked language model that we use underneath this model, see here)
Steps to load this model
git clone https://github.com/allenai/drug-combo-extraction.git
conda create --name drug_combo python=3.8.5
conda activate drug_combo
git lfs install
git clone https://huggingface.co/allenai/drug-combo-classifier-pubmedbert-dapt
in Python):from modeling.model import load_model
checkpoint_path = "drug-combo-classifier-pubmedbert-dapt"
model, tokenizer, metadata = load_model(checkpoint_path)