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+ # Diamond Swarm - VA Claims AI Agents
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+
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+ Fine-tuned Qwen2.5-7B models specialized for VA disability claims assistance.
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+
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+ ## Models
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+
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+ | Model | Purpose | HuggingFace | GGUF |
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+ |-------|---------|-------------|------|
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+ | **Auditor** | Legal analysis, compliance review, document parsing | [Diamond-Swarm-Auditor-7B](https://huggingface.co/Vet-Rate-org/Diamond-Swarm-Auditor-7B) | [GGUF](https://huggingface.co/Vet-Rate-org/Diamond-Swarm-Auditor-7B-GGUF) |
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+ | **Writer** | Personal statements, nexus letters, buddy statements | [Diamond-Swarm-Writer-7B](https://huggingface.co/Vet-Rate-org/Diamond-Swarm-Writer-7B) | [GGUF](https://huggingface.co/Vet-Rate-org/Diamond-Swarm-Writer-7B-GGUF) |
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+ | **Rater** | VA rating calculations, bilateral factor, TDIU assessment | [Diamond-Swarm-Rater-7B](https://huggingface.co/Vet-Rate-org/Diamond-Swarm-Rater-7B) | [GGUF](https://huggingface.co/Vet-Rate-org/Diamond-Swarm-Rater-7B-GGUF) |
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+
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+ ## Base Model
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+ - **Qwen2.5-7B-Instruct** - Fine-tuned with QLoRA (4-bit)
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+
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+ ## Training Data
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+ - 38 CFR Part 4 (VA Rating Schedule)
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+ - BVA case decisions
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+ - VA claims procedures and terminology
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+ - Nexus letter templates
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+ - Personal statement examples
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+
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+ ## Usage
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+
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+ ### HuggingFace Transformers
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+ ```python
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+
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+ model = AutoModelForCausalLM.from_pretrained("Vet-Rate-org/Diamond-Swarm-Auditor-7B")
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+ tokenizer = AutoTokenizer.from_pretrained("Vet-Rate-org/Diamond-Swarm-Auditor-7B")
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+ ```
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+
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+ ### llama.cpp
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+ ```bash
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+ # Download GGUF
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+ wget https://huggingface.co/Vet-Rate-org/Diamond-Swarm-Auditor-7B-GGUF/resolve/main/vetrate-auditor-7b-v2-Q4_K_M.gguf
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+
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+ # Run server
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+ ./llama-server -m vetrate-auditor-7b-v2-Q4_K_M.gguf -c 4096 -ngl 99 --port 8080
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+ ```
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+
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+ ### Ollama
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+ ```bash
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+ # Create Modelfile
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+ FROM ./vetrate-auditor-7b-v2-Q4_K_M.gguf
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+ PARAMETER temperature 0.7
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+ SYSTEM You are a VA claims expert specializing in legal analysis.
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+
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+ # Create model
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+ ollama create diamond-auditor -f Modelfile
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+ ollama run diamond-auditor
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+ ```
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+
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+ ## GGUF Quantizations
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+ - **Q4_K_M** (~4.4GB) - Best balance of speed and quality
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+ - **Q5_K_M** (~5.1GB) - Higher quality, slightly slower
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+
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+ ## License
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+ MIT - Free for personal and commercial use
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+
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+ ## Disclaimer
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+ 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.
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+
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+ ## Credits
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+ - Built by [Vet-Rate.org](https://vet-rate.org)
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+ - Powered by [Qwen2.5](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct)