{
  "model-index": [
    {
      "name": "UVIA-v1.3",
      "results": [
        {
          "task": {
            "type": "text-generation",
            "name": "Brazilian Viticulture QA"
          },
          "dataset": {
            "name": "UVIA Brazilian Viticulture Dataset",
            "type": "custom"
          },
          "metrics": [
            {
              "name": "Answer Relevancy",
              "type": "custom",
              "value": 0.95
            },
            {
              "name": "Faithfulness",
              "type": "custom",
              "value": 1.0
            },
            {
              "name": "Brazilian Expertise",
              "type": "custom",
              "value": 1.0
            },
            {
              "name": "Professional Structure",
              "type": "custom",
              "value": 1.0
            }
          ]
        }
      ]
    }
  ],
  "model": {
    "name": "UVIA v1.3",
    "version": "1.3",
    "release_date": "2026-01-19",
    "author": "Daniel Gandolfi",
    "contact": "daniel@uvia.ai",
    "license": "UVIA Model Weights License v1.0",
    "language": "Portuguese",
    "specialization": "Brazilian Viticulture and Enology",
    "base_model": "Qwen3-8B",
    "fine_tuning": "LoRA",
    "quantization": "GGUF Q8_0",
    "context_length": 2048,
    "edge_computing": true,
    "agriculture_4_0": true
  },
  "training": {
    "data_source": "Embrapa + Brazilian Academic Sources",
    "data_size": "Comprehensive Brazilian Viticulture Dataset",
    "methodology": "Incremental Fine-tuning + Strategic Rebalancing",
    "improvement": "+138% over v1.1",
    "validation": "Comprehensive Benchmarking"
  },
  "performance": {
    "overall_score": 0.950,
    "vs_qwen3_8b": "+6.7%",
    "brazilian_focus": 1.0,
    "structure_score": 1.0,
    "relevance": 0.95
  },
  "use_cases": [
    "Brazilian Viticulture Consulting",
    "Enology Professional Education",
    "Brazilian Wine Market Analysis",
    "Regulatory Compliance (IN 5/2010, IN 12/2010)",
    "Edge Computing in Vineyards",
    "IoT Integration for Agriculture 4.0",
    "Autonomous Vineyard Monitoring"
  ],
  "limitations": [
    "Portuguese language optimized",
    "Brazilian viticulture focus",
    "13.7s inference time",
    "Local deployment recommended"
  ]
}