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
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Download assets/results.svg from Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA: direct link, hf CLI and curl.
- Browser
- Download file 3.26 kB
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https://huggingface.co/Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA/resolve/main/assets/results.svg
- Command line
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hf download hf://Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA/assets/results.svg
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curl -L -o results.svg https://huggingface.co/Ashish-Ranjan/Qwen3.5-9B-Policy-Structure-LoRA/resolve/main/assets/results.svg
3.26 kB
| <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 760 368" width="760" height="368" font-family="system-ui, -apple-system, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif"> | |
| <rect width="760" height="368" fill="#ffffff"/> | |
| <text x="24" y="34" font-size="18" font-weight="600" fill="#1f1f1f">Held-out policies: original vs fine-tuned</text> | |
| <text x="24" y="56" font-size="13" fill="#6b6b6b">GEICO auto (16 pages) + Encompass home (18 pages), mean of the two; never seen in training</text> | |
| <rect x="190" y="66" width="12" height="12" rx="2" fill="#898781"/><text x="208" y="76" font-size="12" fill="#1f1f1f">Original Qwen3.5-9B (best setting)</text> | |
| <rect x="430" y="66" width="12" height="12" rx="2" fill="#2a78d6"/><text x="448" y="76" font-size="12" fill="#1f1f1f">Fine-tuned (this adapter)</text> | |
| <line x1="190.0" y1="86" x2="190.0" y2="334" stroke="#e4e3df" stroke-width="1"/> | |
| <text x="190.0" y="352" font-size="11" fill="#6b6b6b" text-anchor="middle">0%</text> | |
| <line x1="315.0" y1="86" x2="315.0" y2="334" stroke="#e4e3df" stroke-width="1"/> | |
| <text x="315.0" y="352" font-size="11" fill="#6b6b6b" text-anchor="middle">25%</text> | |
| <line x1="440.0" y1="86" x2="440.0" y2="334" stroke="#e4e3df" stroke-width="1"/> | |
| <text x="440.0" y="352" font-size="11" fill="#6b6b6b" text-anchor="middle">50%</text> | |
| <line x1="565.0" y1="86" x2="565.0" y2="334" stroke="#e4e3df" stroke-width="1"/> | |
| <text x="565.0" y="352" font-size="11" fill="#6b6b6b" text-anchor="middle">75%</text> | |
| <line x1="690.0" y1="86" x2="690.0" y2="334" stroke="#e4e3df" stroke-width="1"/> | |
| <text x="690.0" y="352" font-size="11" fill="#6b6b6b" text-anchor="middle">100%</text> | |
| <text x="178" y="116" font-size="13" fill="#1f1f1f" text-anchor="end">Node F1</text> | |
| <rect x="190" y="96" width="178.0" height="18" rx="3" fill="#898781"/> | |
| <text x="374.0" y="109" font-size="12" fill="#1f1f1f" font-weight="400">36%</text> | |
| <rect x="190" y="116" width="447.3" height="18" rx="3" fill="#2a78d6"/> | |
| <text x="643.2" y="129" font-size="12" fill="#1f1f1f" font-weight="600">89%</text> | |
| <text x="178" y="178" font-size="13" fill="#1f1f1f" text-anchor="end">Right parent (relaxed)</text> | |
| <rect x="190" y="158" width="292.8" height="18" rx="3" fill="#898781"/> | |
| <text x="488.8" y="171" font-size="12" fill="#1f1f1f" font-weight="400">59%</text> | |
| <rect x="190" y="178" width="434.7" height="18" rx="3" fill="#2a78d6"/> | |
| <text x="630.8" y="191" font-size="12" fill="#1f1f1f" font-weight="600">87%</text> | |
| <text x="178" y="240" font-size="13" fill="#1f1f1f" text-anchor="end">Node type accuracy</text> | |
| <rect x="190" y="220" width="264.8" height="18" rx="3" fill="#898781"/> | |
| <text x="460.8" y="233" font-size="12" fill="#1f1f1f" font-weight="400">53%</text> | |
| <rect x="190" y="240" width="476.0" height="18" rx="3" fill="#2a78d6"/> | |
| <text x="672.0" y="253" font-size="12" fill="#1f1f1f" font-weight="600">95%</text> | |
| <text x="178" y="302" font-size="13" fill="#1f1f1f" text-anchor="end">Text similarity</text> | |
| <rect x="190" y="282" width="392.0" height="18" rx="3" fill="#898781"/> | |
| <text x="588.0" y="295" font-size="12" fill="#1f1f1f" font-weight="400">78.4%</text> | |
| <rect x="190" y="302" width="499.2" height="18" rx="3" fill="#2a78d6"/> | |
| <text x="695.2" y="315" font-size="12" fill="#1f1f1f" font-weight="600">99.8%</text> | |
| </svg> |