PEFT How to use katsuchi/results with PEFT:
from peft import PeftModel
from transformers import AutoModelForSequenceClassification
base_model = AutoModelForSequenceClassification.from_pretrained("bert-base-cased")
model = PeftModel.from_pretrained(base_model, "katsuchi/results") 
