You can deploy this model and start earning money today!

Vet-Rate-org/
Diamond-Swarm-Auditor-7B

Name: Diamond-Swarm-Auditor-7B
Availability: InStock

safetensors

qwen2

Views

No views yet

Diamond Swarm - VA Claims AI Agents

Fine-tuned Qwen2.5-7B models specialized for VA disability claims assistance.

Models

Model	Purpose	HuggingFace	GGUF
Auditor	Legal analysis, compliance review, document parsing	Diamond-Swarm-Auditor-7B	GGUF
Writer	Personal statements, nexus letters, buddy statements	Diamond-Swarm-Writer-7B	GGUF
Rater	VA rating calculations, bilateral factor, TDIU assessment	Diamond-Swarm-Rater-7B	GGUF

Base Model

Qwen2.5-7B-Instruct - Fine-tuned with QLoRA (4-bit)

Training Data

38 CFR Part 4 (VA Rating Schedule)
BVA case decisions
VA claims procedures and terminology
Nexus letter templates
Personal statement examples

Usage

HuggingFace Transformers

python

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("Vet-Rate-org/Diamond-Swarm-Auditor-7B")
tokenizer = AutoTokenizer.from_pretrained("Vet-Rate-org/Diamond-Swarm-Auditor-7B")

llama.cpp

bash

# Download GGUF
wget https://huggingface.co/Vet-Rate-org/Diamond-Swarm-Auditor-7B-GGUF/resolve/main/vetrate-auditor-7b-v2-Q4_K_M.gguf

# Run server
./llama-server -m vetrate-auditor-7b-v2-Q4_K_M.gguf -c 4096 -ngl 99 --port 8080

Ollama

bash

# Create Modelfile
FROM ./vetrate-auditor-7b-v2-Q4_K_M.gguf
PARAMETER temperature 0.7
SYSTEM You are a VA claims expert specializing in legal analysis.

# Create model
ollama create diamond-auditor -f Modelfile
ollama run diamond-auditor

GGUF Quantizations

Q4_K_M (~4.4GB) - Best balance of speed and quality
Q5_K_M (~5.1GB) - Higher quality, slightly slower

License

MIT - Free for personal and commercial use

Disclaimer

These models provide educational information only. They are NOT legal or medical advice. Always consult with accredited VSOs, attorneys, or medical professionals for official guidance.

Credits

Built by Vet-Rate.org
Powered by Qwen2.5