Image-Text-to-Text
PEFT
Safetensors
English
lora
qwen3.5
vision-language
document-understanding
document-parsing
structured-extraction
json
insurance
legal-documents
ms-swift
vllm
Instructions to use Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-9B") model = PeftModel.from_pretrained(base_model, "Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA") - Notebooks
- Google Colab
- Kaggle
Download results/unseen_docs.csv from Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA: direct link, hf CLI and curl.
- Browser
- Download file 996 Bytes
-
https://huggingface.co/Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA/resolve/main/results/unseen_docs.csv
- Command line
-
hf download hf://Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA/results/unseen_docs.csv
-
curl -L -o unseen_docs.csv https://huggingface.co/Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA/resolve/main/results/unseen_docs.csv
996 Bytes
| document,model,pages,pages_attached,bracket_repairs,words_captured,words_not_on_page,pages_below_95pct | |
| Liberty Mutual homeowners (3-column),fine-tuned,18,18,4,0.9975,0.0232,0 | |
| Liberty Mutual homeowners (3-column),original,18,13,1,0.4615,0.0645,13 | |
| Liberty Mutual auto,fine-tuned,13,12,7,0.9568,0.003,3 | |
| Liberty Mutual auto,original,13,5,0,0.2716,0.0695,12 | |
| ISO commercial general liability CG 00 01 (SPECIMEN watermark),fine-tuned,20,20,9,0.9636,0.0175,4 | |
| ISO commercial general liability CG 00 01 (SPECIMEN watermark),original,20,4,0,0.1808,0.0421,18 | |
| ISO commercial property CP 00 17 + a second form,fine-tuned,16,16,3,0.9971,0.0021,0 | |
| ISO commercial property CP 00 17 + a second form,original,16,16,0,0.7845,0.0715,8 | |
| Capital One REI card agreement,fine-tuned,6,6,0,0.9974,0.0,0 | |
| Capital One REI card agreement,original,6,3,2,0.3311,0.0318,4 | |
| "Regulation E, 12 CFR 1005 (15 pages)",fine-tuned,15,15,9,0.9712,0.0051,2 | |
| "Regulation E, 12 CFR 1005 (15 pages)",original,15,10,3,0.4769,0.0261,12 | |