In order to load the model, first load the base model, Qwen3.5-9B:
from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel
base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-9B", device_map="auto")
model = PeftModel.from_pretrained(base, "NedaForoutan/Qwen3.5-9B-score-sft-lora")
tokenizer = AutoTokenizer.from_pretrained("NedaForoutan/Qwen3.5-9B-score-sft-lora")